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"The guidance is for web content and is applied here by analogy to async work communication.", "locator": "Frontload your content and descriptive headings" }, { "from": "item:MHC-D-RESEARCH-0615", "to": "source:RS-B843492FBF1442AD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0615", "to": "claim:MHC-D-RESEARCH-0615:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B843492FBF1442AD", "to": "claim:MHC-D-RESEARCH-0615:0.1.0:0", "type": "supports", "note": "Very short messages may not need headings; structure should match complexity.", "locator": "Core items 8 through 10" }, { "from": "item:MHC-D-RESEARCH-0616", "to": "source:RS-97DF2212DB5C5E61", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0616", "to": "source:RS-96557E8AD37744B8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0616", "to": "claim:MHC-D-RESEARCH-0616:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-97DF2212DB5C5E61", "to": "claim:MHC-D-RESEARCH-0616:0.1.0:0", "type": "supports", "note": "The guidance is for web content and is applied here by analogy to async work communication.", "locator": "Frontload your content and descriptive headings" }, { "from": "item:MHC-D-RESEARCH-0616", "to": "claim:MHC-D-RESEARCH-0616:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-96557E8AD37744B8", "to": "claim:MHC-D-RESEARCH-0616:0.1.0:1", "type": "supports", "note": "Regulated or audit-heavy work may require context that feels redundant to the immediate reader.", "locator": "Put users' needs first; titles and headings; be concise" }, { "from": "item:MHC-D-RESEARCH-0617", "to": "source:RS-B843492FBF1442AD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0617", "to": "claim:MHC-D-RESEARCH-0617:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B843492FBF1442AD", "to": "claim:MHC-D-RESEARCH-0617:0.1.0:0", "type": "supports", "note": "Very short messages may not need headings; structure should match complexity.", "locator": "Core items 8 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"note": "Some polling/waiting tasks intentionally repeat; tag those loops separately with time-based conditions.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0949", "to": "source:RS-6E5D62426C731E4C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0949", "to": "claim:MHC-D-RESEARCH-0949:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-6E5D62426C731E4C", "to": "claim:MHC-D-RESEARCH-0949:0.1.0:0", "type": "supports", "note": "Some failures are probabilistic even with unchanged visible state; use bounded retries informed by service behavior.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0950", "to": "source:RS-170C21C3D7B258FD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0950", "to": "claim:MHC-D-RESEARCH-0950:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-170C21C3D7B258FD", "to": "claim:MHC-D-RESEARCH-0950:0.1.0:0", "type": "supports", "note": "Do not checkpoint secrets or unnecessary raw data into insecure storage.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0951", "to": "source:RS-23629BCC74F3AC0C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0951", "to": "claim:MHC-D-RESEARCH-0951:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-23629BCC74F3AC0C", "to": "claim:MHC-D-RESEARCH-0951:0.1.0:0", "type": "supports", "note": "Persistent memory can become stale or wrong; attach timestamps, versions or source references to important state.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0952", "to": "source:RS-23629BCC74F3AC0C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0952", "to": "claim:MHC-D-RESEARCH-0952:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-23629BCC74F3AC0C", "to": "claim:MHC-D-RESEARCH-0952:0.1.0:0", "type": "supports", "note": "Over-aggressive compaction can silently remove a detail that matters later; favor recall before token efficiency.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0953", "to": "source:RS-23629BCC74F3AC0C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0953", "to": "claim:MHC-D-RESEARCH-0953:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-23629BCC74F3AC0C", "to": "claim:MHC-D-RESEARCH-0953:0.1.0:0", "type": "supports", "note": "Just-in-time retrieval fails if indexing is weak or the agent does not know important information exists.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0954", "to": "source:RS-6479FBCFE4AB9C97", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0954", "to": "claim:MHC-D-RESEARCH-0954:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-6479FBCFE4AB9C97", "to": "claim:MHC-D-RESEARCH-0954:0.1.0:0", "type": "supports", "note": "Shared artifact stores need access control, provenance and conflict handling when multiple agents write concurrently.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0955", "to": "source:RS-EE9379CE3D2ABBDD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0955", "to": "claim:MHC-D-RESEARCH-0955:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EE9379CE3D2ABBDD", "to": "claim:MHC-D-RESEARCH-0955:0.1.0:0", "type": "supports", "note": "Trial count should match cost and risk; small samples still leave uncertainty.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0956", "to": "source:RS-EE9379CE3D2ABBDD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0956", "to": "claim:MHC-D-RESEARCH-0956:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EE9379CE3D2ABBDD", "to": "claim:MHC-D-RESEARCH-0956:0.1.0:0", "type": "supports", "note": "Transcript review is expensive; sample strategically while keeping automated coverage broad.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0957", "to": "source:RS-EE9379CE3D2ABBDD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0957", "to": "claim:MHC-D-RESEARCH-0957:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EE9379CE3D2ABBDD", "to": "claim:MHC-D-RESEARCH-0957:0.1.0:0", "type": "supports", "note": "More graders can add cost and conflicting signals; each must serve a clear decision.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0958", "to": "source:RS-6E5D62426C731E4C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0958", "to": "claim:MHC-D-RESEARCH-0958:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-6E5D62426C731E4C", "to": "claim:MHC-D-RESEARCH-0958:0.1.0:0", "type": "supports", "note": "Lower cost or fewer calls are not automatically better if they reduce robustness or coverage.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0959", "to": "source:RS-048BB0497AD64C7C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0959", "to": "claim:MHC-D-RESEARCH-0959:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-048BB0497AD64C7C", "to": "claim:MHC-D-RESEARCH-0959:0.1.0:0", "type": "supports", "note": "Trajectory monitors can false-positive; users need visibility and a controlled resume path.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0308", "to": "source:RS-EEEBBCF69A614717", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0308", "to": "claim:MHC-D-RESEARCH-0308:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EEEBBCF69A614717", "to": "claim:MHC-D-RESEARCH-0308:0.1.0:0", "type": "supports", "note": "A smaller tool set reduces attack and error surface but does not establish that the remaining tools are safe.", "locator": "Minimize extensions" }, { "from": "item:MHC-D-RESEARCH-0309", "to": "source:RS-EEEBBCF69A614717", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0309", "to": "claim:MHC-D-RESEARCH-0309:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EEEBBCF69A614717", "to": "claim:MHC-D-RESEARCH-0309:0.1.0:0", "type": "supports", "note": "Read access can still expose sensitive data; least privilege includes data scope as well as write capability.", "locator": "Minimize extension permissions" }, { "from": "item:MHC-D-RESEARCH-0310", "to": "source:RS-EEEBBCF69A614717", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0310", "to": "claim:MHC-D-RESEARCH-0310:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EEEBBCF69A614717", "to": "claim:MHC-D-RESEARCH-0310:0.1.0:0", "type": "supports", "note": "General tools may be justified for expert workflows, but they require stronger containment and authorization.", "locator": "Avoid open-ended extensions" }, { "from": "item:MHC-D-RESEARCH-0311", "to": "source:RS-EEEBBCF69A614717", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0311", "to": "claim:MHC-D-RESEARCH-0311:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EEEBBCF69A614717", "to": "claim:MHC-D-RESEARCH-0311:0.1.0:0", "type": "supports", "note": "User-context execution still requires server-side authorization and does not make every requested action legitimate.", "locator": "Execute extensions in user's context" }, { "from": "item:MHC-D-RESEARCH-0312", "to": "source:RS-EEEBBCF69A614717", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0312", "to": "claim:MHC-D-RESEARCH-0312:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EEEBBCF69A614717", "to": "claim:MHC-D-RESEARCH-0312:0.1.0:0", "type": "supports", "note": "Approval is useful only when the reviewer can see the consequential action and relevant context rather than clicking through a vague confirmation.", "locator": "Require user approval" }, { "from": "item:MHC-D-RESEARCH-0313", "to": "source:RS-868E99D23A94330E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0313", "to": "claim:MHC-D-RESEARCH-0313:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-868E99D23A94330E", "to": "claim:MHC-D-RESEARCH-0313:0.1.0:0", "type": "supports", "note": "Separation reduces risk but does not make prompt injection impossible.", "locator": "Segregate and identify external content" }, { "from": "item:MHC-D-RESEARCH-0314", "to": "source:RS-A650FC1839E382FF", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0314", "to": "claim:MHC-D-RESEARCH-0314:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A650FC1839E382FF", "to": "claim:MHC-D-RESEARCH-0314:0.1.0:0", "type": "supports", "note": "Secrets also require appropriate storage, rotation, scoping and access controls outside the model.", "locator": "Separate Sensitive Data from System Prompts" }, { "from": "item:MHC-D-RESEARCH-0315", "to": "source:RS-A650FC1839E382FF", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0315", "to": "claim:MHC-D-RESEARCH-0315:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A650FC1839E382FF", "to": "claim:MHC-D-RESEARCH-0315:0.1.0:0", "type": "supports", "note": "External controls still need correct policy design and testing; moving a decision out of the prompt does not make it correct automatically.", "locator": "Ensure security controls are enforced independently from the LLM" }, { "from": "item:MHC-D-RESEARCH-0316", "to": "source:RS-88391B56559EEFCF", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0316", "to": "claim:MHC-D-RESEARCH-0316:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-88391B56559EEFCF", "to": "claim:MHC-D-RESEARCH-0316:0.1.0:0", "type": "supports", "note": "Validation must match the sink; a JSON shape check does not sanitize a shell command, SQL fragment or HTML payload.", "locator": "Prevention and Mitigation Strategies" }, { "from": "item:MHC-D-RESEARCH-0317", "to": "source:RS-EEEBBCF69A614717", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0317", "to": "claim:MHC-D-RESEARCH-0317:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EEEBBCF69A614717", "to": "claim:MHC-D-RESEARCH-0317:0.1.0:0", "type": "supports", "note": "Logs should avoid unnecessary sensitive content and need retention and access controls of their own.", "locator": "Damage-limitation controls: log and monitor activity" }, { "from": "item:MHC-D-RESEARCH-0318", "to": "source:RS-A911B8F9CB685C39", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0318", "to": "claim:MHC-D-RESEARCH-0318:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A911B8F9CB685C39", "to": "claim:MHC-D-RESEARCH-0318:0.1.0:0", "type": "supports", "note": "Two sources are not independent merely because two pages repeat the same underlying claim.", "locator": "Cross-Verification and Human Oversight" }, { "from": "item:MHC-D-RESEARCH-0319", "to": "source:RS-89634FBC4E1347EC", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0319", "to": "claim:MHC-D-RESEARCH-0319:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-89634FBC4E1347EC", "to": "claim:MHC-D-RESEARCH-0319:0.1.0:0", "type": "supports", "note": "A documented evaluation set can still be unrepresentative or weak; provenance and coverage must be judged separately.", "locator": "Measure 2.1" }, { "from": "item:MHC-D-RESEARCH-0320", "to": "source:RS-89634FBC4E1347EC", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0320", "to": "claim:MHC-D-RESEARCH-0320:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-89634FBC4E1347EC", "to": "claim:MHC-D-RESEARCH-0320:0.1.0:0", "type": "supports", "note": "No test environment perfectly reproduces production, so material differences should be documented.", "locator": "Measure 2.3" }, { "from": "item:MHC-D-RESEARCH-0321", "to": "source:RS-06C6740A8538704F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0321", "to": "claim:MHC-D-RESEARCH-0321:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-06C6740A8538704F", "to": "claim:MHC-D-RESEARCH-0321:0.1.0:0", "type": "supports", "note": "The 2026 report explicitly notes that monitoring methods and terminology remain nascent and scattered.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0322", "to": "source:RS-EEEBBCF69A614717", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0322", "to": "claim:MHC-D-RESEARCH-0322:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EEEBBCF69A614717", "to": "claim:MHC-D-RESEARCH-0322:0.1.0:0", "type": "supports", "note": "A rate cap and stop path limit damage; they do not make an unsafe autonomous action acceptable.", "locator": "Damage-limitation controls: rate limiting" }, { "from": "item:MHC-D-RESEARCH-0651", "to": "source:RS-F8FE84C698B3B53A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0651", "to": "source:RS-26F11AEA8D93DB43", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0651", "to": "claim:MHC-D-RESEARCH-0651:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F8FE84C698B3B53A", "to": "claim:MHC-D-RESEARCH-0651:0.1.0:0", "type": "supports", "note": "The framework is high-level and must be tailored to the organization's development model and risk.", "locator": "SSDF overview" }, { "from": "item:MHC-D-RESEARCH-0651", "to": "claim:MHC-D-RESEARCH-0651:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-26F11AEA8D93DB43", "to": "claim:MHC-D-RESEARCH-0651:0.1.0:1", "type": "supports", "note": "SP 800-218A targets producers and acquirers of AI models and systems broadly; coding-assistant controls here are a narrower adaptation.", "locator": "Abstract and introduction" }, { "from": "item:MHC-D-RESEARCH-0652", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0652", "to": "claim:MHC-D-RESEARCH-0652:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0652:0.1.0:0", "type": "supports", "note": "Threat likelihood depends on who can influence the content and what permissions the agent has.", "locator": "Indirect Prompt Injection in the Development Loop" }, { "from": "item:MHC-D-RESEARCH-0653", "to": "source:RS-AF6C3AA11CD6EA39", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0653", "to": "source:RS-F8FE84C698B3B53A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0653", "to": "claim:MHC-D-RESEARCH-0653:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AF6C3AA11CD6EA39", "to": "claim:MHC-D-RESEARCH-0653:0.1.0:0", "type": "supports", "note": "This is GitHub-specific implementation guidance; the general pattern is independent review before privileged execution.", "locator": "Review Copilot's changes; Manage GitHub Actions workflow runs" }, { "from": "item:MHC-D-RESEARCH-0653", "to": "claim:MHC-D-RESEARCH-0653:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-F8FE84C698B3B53A", "to": "claim:MHC-D-RESEARCH-0653:0.1.0:1", "type": "supports", "note": "The framework is high-level and must be tailored to the organization's development model and risk.", "locator": "SSDF overview" }, { "from": "item:MHC-D-RESEARCH-0654", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0654", "to": "claim:MHC-D-RESEARCH-0654:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0654:0.1.0:0", "type": "supports", "note": "Automation can flag suspicious diffs but does not determine intent or correctness.", "locator": "Out-of-Scope Edits and Review Anchoring" }, { "from": "item:MHC-D-RESEARCH-0655", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0655", "to": "source:RS-9C63048CEC01BF7C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0655", "to": "claim:MHC-D-RESEARCH-0655:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0655:0.1.0:0", "type": "supports", "note": "The exact sensitive-file set depends on the repository and build system.", "locator": "Rules Files; Prompt-to-Code Supply Chain Risk" }, { "from": "item:MHC-D-RESEARCH-0655", "to": "claim:MHC-D-RESEARCH-0655:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-9C63048CEC01BF7C", "to": "claim:MHC-D-RESEARCH-0655:0.1.0:1", "type": "supports", "note": "Instruction files improve context but are not a security boundary or substitute for permissions.", "locator": "Repository custom instructions" }, { "from": "item:MHC-D-RESEARCH-0656", "to": "source:RS-9C63048CEC01BF7C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0656", "to": "claim:MHC-D-RESEARCH-0656:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-9C63048CEC01BF7C", "to": "claim:MHC-D-RESEARCH-0656:0.1.0:0", "type": "supports", "note": "Instruction files improve context but are not a security boundary or substitute for permissions.", "locator": "Repository custom instructions" }, { "from": "item:MHC-D-RESEARCH-0657", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0657", "to": "source:RS-AF6C3AA11CD6EA39", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0657", "to": "claim:MHC-D-RESEARCH-0657:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0657:0.1.0:0", "type": "supports", "note": "Automation can flag suspicious diffs but does not determine intent or correctness.", "locator": "Out-of-Scope Edits and Review Anchoring" }, { "from": "item:MHC-D-RESEARCH-0657", "to": "claim:MHC-D-RESEARCH-0657:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-AF6C3AA11CD6EA39", "to": "claim:MHC-D-RESEARCH-0657:0.1.0:1", "type": "supports", "note": "This is GitHub-specific implementation guidance; the general pattern is independent review before privileged execution.", "locator": "Review Copilot's changes; Manage GitHub Actions workflow runs" }, { "from": "item:MHC-D-RESEARCH-0658", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0658", "to": "claim:MHC-D-RESEARCH-0658:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0658:0.1.0:0", "type": "supports", "note": "This is a threat model and practice recommendation, not evidence that every agent routinely corrupts tests.", "locator": "Test Fabrication and Test Deletion" }, { "from": "item:MHC-D-RESEARCH-0659", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0659", "to": "source:RS-F8FE84C698B3B53A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0659", "to": "claim:MHC-D-RESEARCH-0659:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0659:0.1.0:0", "type": "supports", "note": "This is a threat model and practice recommendation, not evidence that every agent routinely corrupts tests.", "locator": "Test Fabrication and Test Deletion" }, { "from": "item:MHC-D-RESEARCH-0659", "to": "claim:MHC-D-RESEARCH-0659:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-F8FE84C698B3B53A", "to": "claim:MHC-D-RESEARCH-0659:0.1.0:1", "type": "supports", "note": "The framework is high-level and must be tailored to the organization's development model and risk.", "locator": "SSDF overview" }, { "from": "item:MHC-D-RESEARCH-0660", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0660", "to": "claim:MHC-D-RESEARCH-0660:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0660:0.1.0:0", "type": "supports", "note": "Dependency scanners also have coverage and freshness limits; manual package identity and provenance checks can still matter.", "locator": "Hallucinated and Outdated Dependencies" }, { "from": "item:MHC-D-RESEARCH-0661", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0661", "to": "source:RS-F8FE84C698B3B53A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0661", "to": "claim:MHC-D-RESEARCH-0661:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0661:0.1.0:0", "type": "supports", "note": "Dependency scanners also have coverage and freshness limits; manual package identity and provenance checks can still matter.", "locator": "Hallucinated and Outdated Dependencies" }, { "from": "item:MHC-D-RESEARCH-0661", "to": "claim:MHC-D-RESEARCH-0661:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-F8FE84C698B3B53A", "to": "claim:MHC-D-RESEARCH-0661:0.1.0:1", "type": "supports", "note": "The framework is high-level and must be tailored to the organization's development model and risk.", "locator": "SSDF overview" }, { "from": "item:MHC-D-RESEARCH-0662", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0662", "to": "claim:MHC-D-RESEARCH-0662:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0662:0.1.0:0", "type": "supports", "note": "The exact sensitive-file set depends on the repository and build system.", "locator": "Rules Files; Prompt-to-Code Supply Chain Risk" }, { "from": "item:MHC-D-RESEARCH-0663", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0663", "to": "source:RS-AF6C3AA11CD6EA39", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0663", "to": "claim:MHC-D-RESEARCH-0663:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0663:0.1.0:0", "type": "supports", "note": "The exact sensitive-file set depends on the repository and build system.", "locator": "Rules Files; Prompt-to-Code Supply Chain Risk" }, { "from": "item:MHC-D-RESEARCH-0663", "to": "claim:MHC-D-RESEARCH-0663:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-AF6C3AA11CD6EA39", "to": "claim:MHC-D-RESEARCH-0663:0.1.0:1", "type": "supports", "note": "This is GitHub-specific implementation guidance; the general pattern is independent review before privileged execution.", "locator": "Review Copilot's changes; Manage GitHub Actions workflow runs" }, { "from": "item:MHC-D-RESEARCH-0664", "to": "source:RS-5513871E336DE735", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0664", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0664", "to": "claim:MHC-D-RESEARCH-0664:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-5513871E336DE735", "to": "claim:MHC-D-RESEARCH-0664:0.1.0:0", "type": "supports", "note": "Not all secrets or encodings are detected, and bypass mechanisms exist.", "locator": "What is push protection; supported behavior" }, { "from": "item:MHC-D-RESEARCH-0664", "to": "claim:MHC-D-RESEARCH-0664:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0664:0.1.0:1", "type": "supports", "note": "Threat likelihood depends on who can influence the content and what permissions the agent has.", "locator": "Indirect Prompt Injection in the Development Loop" }, { "from": "item:MHC-D-RESEARCH-0665", "to": "source:RS-6A6591C8A0A9FDD9", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0665", "to": "claim:MHC-D-RESEARCH-0665:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-6A6591C8A0A9FDD9", "to": "claim:MHC-D-RESEARCH-0665:0.1.0:0", "type": "supports", "note": "Exact rotation order and incident response depend on the credential provider and exposure scope.", "locator": "Secret leakage response" }, { "from": "item:MHC-D-RESEARCH-0666", "to": "source:RS-8674BC9BAE58A529", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0666", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0666", "to": "claim:MHC-D-RESEARCH-0666:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-8674BC9BAE58A529", "to": "claim:MHC-D-RESEARCH-0666:0.1.0:0", "type": "supports", "note": "A firewall is one layer; external tools, setup steps and MCP servers need their own trust and permission controls.", "locator": "Firewall behavior and limitations" }, { "from": "item:MHC-D-RESEARCH-0666", "to": "claim:MHC-D-RESEARCH-0666:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0666:0.1.0:1", "type": "supports", "note": "Threat likelihood depends on who can influence the content and what permissions the agent has.", "locator": "Indirect Prompt Injection in the Development Loop" }, { "from": "item:MHC-D-RESEARCH-0667", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0667", "to": "claim:MHC-D-RESEARCH-0667:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0667:0.1.0:0", "type": "supports", "note": "Threat likelihood depends on who can influence the content and what permissions the agent has.", "locator": "Indirect Prompt Injection in the Development Loop" }, { "from": "item:MHC-D-RESEARCH-0668", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0668", "to": "claim:MHC-D-RESEARCH-0668:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0668:0.1.0:0", "type": "supports", "note": "Threat likelihood depends on who can influence the content and what permissions the agent has.", "locator": "Indirect Prompt Injection in the Development Loop" }, { "from": "item:MHC-D-RESEARCH-0668", "to": "claim:MHC-D-RESEARCH-0668:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0668:0.1.0:1", "type": "supports", "note": "The exact sensitive-file set depends on the repository and build system.", "locator": "Rules Files; Prompt-to-Code Supply Chain Risk" }, { "from": "item:MHC-D-RESEARCH-0669", "to": "source:RS-AF6C3AA11CD6EA39", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0669", "to": "source:RS-1C68AE8325C384C0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0669", "to": "claim:MHC-D-RESEARCH-0669:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AF6C3AA11CD6EA39", "to": "claim:MHC-D-RESEARCH-0669:0.1.0:0", "type": "supports", "note": "This is GitHub-specific implementation guidance; the general pattern is independent review before privileged execution.", "locator": "Review Copilot's changes; Manage GitHub Actions workflow runs" }, { "from": "item:MHC-D-RESEARCH-0669", "to": "claim:MHC-D-RESEARCH-0669:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-1C68AE8325C384C0", "to": "claim:MHC-D-RESEARCH-0669:0.1.0:1", "type": "supports", "note": "The exact sensitive-file set depends on the repository and build system.", "locator": "Rules Files; Prompt-to-Code Supply Chain Risk" }, { "from": "item:MHC-D-RESEARCH-0670", "to": "source:RS-AF6C3AA11CD6EA39", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0670", "to": "source:RS-26F11AEA8D93DB43", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0670", "to": "claim:MHC-D-RESEARCH-0670:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AF6C3AA11CD6EA39", "to": "claim:MHC-D-RESEARCH-0670:0.1.0:0", "type": "supports", "note": "This is GitHub-specific implementation guidance; the general pattern is independent review before privileged execution.", "locator": "Review Copilot's changes; Manage GitHub Actions workflow runs" }, { "from": "item:MHC-D-RESEARCH-0670", "to": "claim:MHC-D-RESEARCH-0670:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-26F11AEA8D93DB43", "to": "claim:MHC-D-RESEARCH-0670:0.1.0:1", "type": "supports", "note": "SP 800-218A targets producers and acquirers of AI models and systems broadly; coding-assistant controls here are a narrower adaptation.", "locator": "Abstract and introduction" }, { "from": "item:MHC-D-RESEARCH-0370", "to": "source:RS-22FF68CA0BFD77A0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0370", "to": "claim:MHC-D-RESEARCH-0370:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-22FF68CA0BFD77A0", "to": "claim:MHC-D-RESEARCH-0370:0.1.0:0", "type": "supports", "note": "The experiment used a particular model generation and consulting task set; current frontier location must be re-estimated for today's model and workflow.", "locator": "Abstract and results" }, { "from": "item:MHC-D-RESEARCH-0370", "to": "claim:MHC-D-RESEARCH-0370:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-22FF68CA0BFD77A0", "to": "claim:MHC-D-RESEARCH-0370:0.1.0:1", "type": "supports", "note": "The concept describes uneven task fit rather than offering a universal classifier for every model.", "locator": "Introduction and jagged-frontier discussion" }, { "from": "item:MHC-D-RESEARCH-0371", "to": "source:RS-22FF68CA0BFD77A0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0371", "to": "claim:MHC-D-RESEARCH-0371:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-22FF68CA0BFD77A0", "to": "claim:MHC-D-RESEARCH-0371:0.1.0:0", "type": "supports", "note": "The study itself does not measure every subsequent model generation; reassessment is a practical implication, not a measured effect size.", "locator": "Discussion of expanding and changing frontier" }, { "from": "item:MHC-D-RESEARCH-0372", "to": "source:RS-22FF68CA0BFD77A0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0372", "to": "claim:MHC-D-RESEARCH-0372:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-22FF68CA0BFD77A0", "to": "claim:MHC-D-RESEARCH-0372:0.1.0:0", "type": "supports", "note": "The experiment used a particular model generation and consulting task set; current frontier location must be re-estimated for today's model and workflow.", "locator": "Abstract and results" }, { "from": "item:MHC-D-RESEARCH-0372", "to": "claim:MHC-D-RESEARCH-0372:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-22FF68CA0BFD77A0", "to": "claim:MHC-D-RESEARCH-0372:0.1.0:1", "type": "contextualizes", "note": "This synthesis draws a practical measurement implication from heterogeneous studies; it is not a pooled meta-analysis.", "locator": "Abstract and task-contingent results" }, { "from": "item:MHC-D-RESEARCH-0373", "to": "source:RS-92CA5686DD6B7FF8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0373", "to": "claim:MHC-D-RESEARCH-0373:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-92CA5686DD6B7FF8", "to": "claim:MHC-D-RESEARCH-0373:0.1.0:0", "type": "supports", "note": "These are associations in self-reports, not proof that confidence in AI causes reduced critical thinking.", "locator": "Quantitative findings" }, { "from": "item:MHC-D-RESEARCH-0374", "to": "source:RS-92CA5686DD6B7FF8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0374", "to": "claim:MHC-D-RESEARCH-0374:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-92CA5686DD6B7FF8", "to": "claim:MHC-D-RESEARCH-0374:0.1.0:0", "type": "supports", "note": "These themes describe reported practice and should not be treated as an exhaustive model of good AI use.", "locator": "Qualitative findings" }, { "from": "item:MHC-D-RESEARCH-0375", "to": "source:RS-92CA5686DD6B7FF8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0375", "to": "claim:MHC-D-RESEARCH-0375:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-92CA5686DD6B7FF8", "to": "claim:MHC-D-RESEARCH-0375:0.1.0:0", "type": "supports", "note": "These themes describe reported practice and should not be treated as an exhaustive model of good AI use.", "locator": "Qualitative findings" }, { "from": "item:MHC-D-RESEARCH-0376", "to": "source:RS-86C1F814F0644FAE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0376", "to": "claim:MHC-D-RESEARCH-0376:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-86C1F814F0644FAE", "to": "claim:MHC-D-RESEARCH-0376:0.1.0:0", "type": "supports", "note": "The study involved one complex investment decision task and does not establish that rationale-first AI is always superior.", "locator": "Abstract results" }, { "from": "item:MHC-D-RESEARCH-0377", "to": "source:RS-86C1F814F0644FAE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0377", "to": "claim:MHC-D-RESEARCH-0377:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-86C1F814F0644FAE", "to": "claim:MHC-D-RESEARCH-0377:0.1.0:0", "type": "supports", "note": "The study involved one complex investment decision task and does not establish that rationale-first AI is always superior.", "locator": "Abstract results" }, { "from": "item:MHC-D-RESEARCH-0378", "to": "source:RS-86C1F814F0644FAE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0378", "to": "claim:MHC-D-RESEARCH-0378:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-86C1F814F0644FAE", "to": "claim:MHC-D-RESEARCH-0378:0.1.0:0", "type": "supports", "note": "Novelty and lower effort are not automatically better decision quality; the choice of interaction mode should match the job.", "locator": "Abstract results" }, { "from": "item:MHC-D-RESEARCH-0379", "to": "source:RS-A83C704894EBACDB", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0379", "to": "claim:MHC-D-RESEARCH-0379:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A83C704894EBACDB", "to": "claim:MHC-D-RESEARCH-0379:0.1.0:0", "type": "supports", "note": "The result comes from one undergraduate learning experiment and should not be generalized to all populations, topics or structured AI-learning methods.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0379", "to": "claim:MHC-D-RESEARCH-0379:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-A83C704894EBACDB", "to": "claim:MHC-D-RESEARCH-0379:0.1.0:1", "type": "limits", "note": "Mechanism claims remain interpretive; the practical card therefore recommends testing retention rather than banning AI.", "locator": "Abstract interpretation" }, { "from": "item:MHC-D-RESEARCH-0380", "to": "source:RS-A83C704894EBACDB", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0380", "to": "claim:MHC-D-RESEARCH-0380:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A83C704894EBACDB", "to": "claim:MHC-D-RESEARCH-0380:0.1.0:0", "type": "supports", "note": "The result comes from one undergraduate learning experiment and should not be generalized to all populations, topics or structured AI-learning methods.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0381", "to": "source:RS-035E1521DB1A895E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0381", "to": "claim:MHC-D-RESEARCH-0381:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-035E1521DB1A895E", "to": "claim:MHC-D-RESEARCH-0381:0.1.0:0", "type": "supports", "note": "The intervention and work environment were specific; organization-wide coordination effects should not be inferred from individual task savings.", "locator": "Abstract results" }, { "from": "item:MHC-D-RESEARCH-0381", "to": "claim:MHC-D-RESEARCH-0381:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-035E1521DB1A895E", "to": "claim:MHC-D-RESEARCH-0381:0.1.0:1", "type": "supports", "note": "This describes the studied deployment period and should not be treated as a permanent law of AI adoption.", "locator": "Abstract interpretation" }, { "from": "item:MHC-D-RESEARCH-0382", "to": "source:RS-E382CAB2052A759D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0382", "to": "source:RS-22FF68CA0BFD77A0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0382", "to": "claim:MHC-D-RESEARCH-0382:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-E382CAB2052A759D", "to": "claim:MHC-D-RESEARCH-0382:0.1.0:0", "type": "supports", "note": "This is a recent preprint with 128 participants; treat it as a directional signal requiring replication.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0382", "to": "claim:MHC-D-RESEARCH-0382:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-22FF68CA0BFD77A0", "to": "claim:MHC-D-RESEARCH-0382:0.1.0:1", "type": "contextualizes", "note": "This synthesis draws a practical measurement implication from heterogeneous studies; it is not a pooled meta-analysis.", "locator": "Abstract and task-contingent results" }, { "from": "item:MHC-D-RESEARCH-0383", "to": "source:RS-26BD913972C4F436", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0383", "to": "claim:MHC-D-RESEARCH-0383:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-26BD913972C4F436", "to": "claim:MHC-D-RESEARCH-0383:0.1.0:0", "type": "supports", "note": "The authors report important design limitations; the finding warns against assuming protocol structure is beneficial, not against all collaborative protocols.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0384", "to": "source:RS-26BD913972C4F436", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0384", "to": "claim:MHC-D-RESEARCH-0384:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-26BD913972C4F436", "to": "claim:MHC-D-RESEARCH-0384:0.1.0:0", "type": "supports", "note": "The effect was uneven and methodologically qualified; framing should be tested locally rather than marketed as a universal technique.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0710", "to": "source:RS-953745C0ACB528FD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0710", "to": "claim:MHC-D-RESEARCH-0710:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-953745C0ACB528FD", "to": "claim:MHC-D-RESEARCH-0710:0.1.0:0", "type": "supports", "note": "A feature ledger is most useful when work can be decomposed into independently checkable increments.", "locator": "Feature list and agent failure-mode table" }, { "from": "item:MHC-D-RESEARCH-0711", "to": "source:RS-953745C0ACB528FD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0711", "to": "claim:MHC-D-RESEARCH-0711:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-953745C0ACB528FD", "to": "claim:MHC-D-RESEARCH-0711:0.1.0:0", "type": "supports", "note": "The startup check must stay cheap enough that it does not consume the work session.", "locator": "Coding agent behavior at session start" }, { "from": "item:MHC-D-RESEARCH-0712", "to": "source:RS-953745C0ACB528FD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0712", "to": "claim:MHC-D-RESEARCH-0712:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-953745C0ACB528FD", "to": "claim:MHC-D-RESEARCH-0712:0.1.0:0", "type": "supports", "note": "Some refactors are inherently cross-cutting; the increment still needs a coherent acceptance boundary.", "locator": "Choose a single feature and leave progress artifacts" }, { "from": "item:MHC-D-RESEARCH-0713", "to": "source:RS-4CF3167EB387E6BE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0713", "to": "claim:MHC-D-RESEARCH-0713:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-4CF3167EB387E6BE", "to": "claim:MHC-D-RESEARCH-0713:0.1.0:0", "type": "supports", "note": "Do not infer that resets or compaction are broadly 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decision support.", "locator": "Analytic results" }, { "from": "item:MHC-D-RESEARCH-0506", "to": "source:RS-BE3598079F5EB695", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0506", "to": "source:RS-E5AA539FACACCC98", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0506", "to": "claim:MHC-D-RESEARCH-0506:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-BE3598079F5EB695", "to": "claim:MHC-D-RESEARCH-0506:0.1.0:0", "type": "supports", "note": "Viewing advice without adopting it is behaviorally different from relying on it.", "locator": "Abstract highlights" }, { "from": "item:MHC-D-RESEARCH-0506", "to": "claim:MHC-D-RESEARCH-0506:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-E5AA539FACACCC98", "to": "claim:MHC-D-RESEARCH-0506:0.1.0:1", "type": "supports", "note": "The best metric depends on task costs and whether false acceptance and false rejection have different consequences.", "locator": "Appropriate reliance and behavioral calibration results" }, { "from": "item:MHC-D-RESEARCH-1158", "to": "source:RS-EA671DF45F465038", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1158", "to": "claim:MHC-D-RESEARCH-1158:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EA671DF45F465038", "to": "claim:MHC-D-RESEARCH-1158:0.1.0:0", "type": "supports", "note": "Replay quality depends on what state the checkpoint actually captures; hidden external state can still make the reproduced execution differ from production.", "locator": "2:03-10:54, production checkpoints, change one execution part and apply an intervention across a cohort" }, { "from": "item:MHC-D-RESEARCH-1159", "to": "source:RS-F0FB27D3E1B6C4A1", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1159", "to": "claim:MHC-D-RESEARCH-1159:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F0FB27D3E1B6C4A1", "to": "claim:MHC-D-RESEARCH-1159:0.1.0:0", "type": "supports", "note": "Capturing more data is not automatically useful or safe; retain only the boundaries needed for diagnosis while respecting privacy and secret-handling requirements.", "locator": "4:51-13:14, recover the run, record semantic boundaries, replay the bad decision and retain the execution envelope" }, { "from": "item:MHC-D-RESEARCH-1160", "to": "source:RS-EA671DF45F465038", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1160", "to": "claim:MHC-D-RESEARCH-1160:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-EA671DF45F465038", "to": "claim:MHC-D-RESEARCH-1160:0.1.0:0", "type": "supports", "note": "A replay cohort only represents the production slice it was sampled from; rare cases and future distribution shifts can remain uncovered.", "locator": "10:54-15:10, apply the intervention across a cohort and use the cohort to change the release decision" }, { "from": "item:MHC-D-RESEARCH-1161", "to": "source:RS-3BF9DF61A375DF34", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1161", "to": "claim:MHC-D-RESEARCH-1161:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3BF9DF61A375DF34", "to": "claim:MHC-D-RESEARCH-1161:0.1.0:0", "type": "supports", "note": "The exact fields should match the workflow; adding completion metadata without enforceable review or ownership can become administrative noise.", "locator": "0:50-6:40, completion contents and levels, done as an object, independent verifier and explicit next owner" }, { "from": "item:MHC-D-RESEARCH-1162", "to": "source:RS-3BF9DF61A375DF34", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1162", "to": "claim:MHC-D-RESEARCH-1162:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3BF9DF61A375DF34", "to": "claim:MHC-D-RESEARCH-1162:0.1.0:0", "type": "supports", "note": "A separate verifier can share the same blind spots or bad evidence; independence is a design aid, not a proof of correctness.", "locator": "5:56-6:40, separate verifier from author, provide verification tools and make the next owner explicit" }, { "from": "item:MHC-D-RESEARCH-1163", "to": "source:RS-273F6FA5C48C6C0B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1163", "to": "claim:MHC-D-RESEARCH-1163:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-273F6FA5C48C6C0B", "to": "claim:MHC-D-RESEARCH-1163:0.1.0:0", "type": "supports", "note": "Adversarial evaluator tests improve confidence only for the tested failure modes; evaluator drift and unanticipated shortcuts still require monitoring.", "locator": "9:04-10:50, tool changes the result and try to break the evaluator before trusting its score" }, { "from": "item:MHC-D-RESEARCH-1164", "to": "source:RS-49EB9A55618CBC03", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1164", "to": "claim:MHC-D-RESEARCH-1164:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-49EB9A55618CBC03", "to": "claim:MHC-D-RESEARCH-1164:0.1.0:0", "type": "supports", "note": "No simulator perfectly reproduces real users; production evidence remains necessary to check whether simulated behavior covers the failure modes that matter.", "locator": "7:20-17:37, simulate the whole interaction and avoid an unrealistically helpful user simulator" }, { "from": "item:MHC-D-RESEARCH-1165", "to": "source:RS-49EB9A55618CBC03", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1165", "to": "claim:MHC-D-RESEARCH-1165:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-49EB9A55618CBC03", "to": "claim:MHC-D-RESEARCH-1165:0.1.0:0", "type": "supports", "note": "An uncertainty interval does not repair biased samples, weak labels or the wrong metric; it quantifies uncertainty conditional on the evaluation design.", "locator": "21:09-26:46, treat the judge as a classifier and put uncertainty around consequential numbers" }, { "from": "item:MHC-D-RESEARCH-1166", "to": "source:RS-AE31C3BE0BBBA1F6", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1166", "to": "claim:MHC-D-RESEARCH-1166:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AE31C3BE0BBBA1F6", "to": "claim:MHC-D-RESEARCH-1166:0.1.0:0", "type": "supports", "note": "Failure categories are observational; they help focus investigation but do not prove which intervention caused an improvement.", "locator": "0:00-17:06, execution evidence, trace mining, failure diagnosis and continual learning" }, { "from": "item:MHC-D-RESEARCH-1167", "to": "source:RS-AE31C3BE0BBBA1F6", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1167", "to": "claim:MHC-D-RESEARCH-1167:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AE31C3BE0BBBA1F6", "to": "claim:MHC-D-RESEARCH-1167:0.1.0:0", "type": "supports", "note": "The passing boundary can change with prompts, tools, model versions and request distribution, so routing rules require re-evaluation.", "locator": "7:36-12:46, find the least expensive capable model and fit model, harness and task together" }, { "from": "item:MHC-D-RESEARCH-1168", "to": "source:RS-ED013467FB90D730", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1168", "to": "claim:MHC-D-RESEARCH-1168:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-ED013467FB90D730", "to": "claim:MHC-D-RESEARCH-1168:0.1.0:0", "type": "supports", "note": "Routing can hide the correct tool. Recall and fallback behavior must be evaluated alongside token cost, latency and tool-selection accuracy.", "locator": "9:19-24:27, retrieve tools, load schemas just in time, evaluate top-K and recover from misses" }, { "from": "item:MHC-D-RESEARCH-1169", "to": "source:RS-ED013467FB90D730", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1169", "to": "claim:MHC-D-RESEARCH-1169:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-ED013467FB90D730", "to": "claim:MHC-D-RESEARCH-1169:0.1.0:0", "type": "supports", "note": "A smaller working set is not automatically better; over-pruning can reduce task coverage or force extra routing turns.", "locator": "12:47-20:22, measure the working set and connect retrieval to evaluation and maintenance" }, { "from": "item:MHC-D-RESEARCH-1170", "to": "source:RS-E45EC996E3B1A3AA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1170", "to": "claim:MHC-D-RESEARCH-1170:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-E45EC996E3B1A3AA", "to": "claim:MHC-D-RESEARCH-1170:0.1.0:0", "type": "supports", "note": "Retrieval can miss dependencies or return plausible irrelevant code. The reported headline token reduction is case-specific and is not a universal expectation.", "locator": "Architecture sections on local retrieval, complementary searches, relevance rejection and benchmark comparison" }, { "from": "item:MHC-D-RESEARCH-1171", "to": "source:RS-05CEF906EF829016", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1171", "to": "claim:MHC-D-RESEARCH-1171:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-05CEF906EF829016", "to": "claim:MHC-D-RESEARCH-1171:0.1.0:0", "type": "supports", "note": "Persistent automation becomes stale when websites or permissions change; it still needs error handling, observation and a fallback to fresh discovery.", "locator": "8:12, turn browser actions into persistent programs, within a harness that continues until a verifiable goal is reached" }, { "from": "item:MHC-D-RESEARCH-1172", "to": "source:RS-6442420642D13047", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1172", "to": "claim:MHC-D-RESEARCH-1172:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-6442420642D13047", "to": "claim:MHC-D-RESEARCH-1172:0.1.0:0", "type": "supports", "note": "A pinned environment can hide real-world variability. Use it for controlled comparison, then test against representative live conditions.", "locator": "Sections on measuring the harness against a baseline, combining browser interaction with code and keeping the browser environment consistent" }, { "from": "item:MHC-D-RESEARCH-1173", "to": "source:RS-3834F341D660F727", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1173", "to": "claim:MHC-D-RESEARCH-1173:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3834F341D660F727", "to": "claim:MHC-D-RESEARCH-1173:0.1.0:0", "type": "supports", "note": "Token exchange does not replace authorization policy, approval or audit. The credential issuer and downstream service must actually enforce the requested scope.", "locator": "4:52-21:32, enforcement point, token exchange, task-scoped credentials and resource-first scope design" }, { "from": "item:MHC-D-RESEARCH-1174", "to": "source:RS-ECDEF17A94432233", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1174", "to": "claim:MHC-D-RESEARCH-1174:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-ECDEF17A94432233", "to": "claim:MHC-D-RESEARCH-1174:0.1.0:0", "type": "supports", "note": "Exact MCP App capabilities vary by client and protocol revision; privacy still depends on the host and tool implementation honoring the boundary.", "locator": "10:01-16:36, application messages, streamed inputs and separation of user-visible state from model-visible context" }, { "from": "item:MHC-D-RESEARCH-1175", "to": "source:RS-273F6FA5C48C6C0B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1175", "to": "claim:MHC-D-RESEARCH-1175:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-273F6FA5C48C6C0B", "to": "claim:MHC-D-RESEARCH-1175:0.1.0:0", "type": "supports", "note": "A clean initial state improves reproducibility but can be easier than messy production desktops; representative variants should be added after the basic task is stable.", "locator": "6:34-9:34, give each GUI task an initial state and success check, then test how the computer tool changes the result" }, { "from": "item:MHC-D-RESEARCH-1176", "to": "source:RS-CC5DC111315BEF2B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1176", "to": "claim:MHC-D-RESEARCH-1176:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-CC5DC111315BEF2B", "to": "claim:MHC-D-RESEARCH-1176:0.1.0:0", "type": "supports", "note": "Deterministic infrastructure cannot make model judgment deterministic; it constrains effects and records decisions rather than eliminating model uncertainty.", "locator": "3:08-6:27, model proposals, control-plane decision history, coordinated state and distributed-systems protections" }, { "from": "item:MHC-D-RESEARCH-1177", "to": "source:RS-A4532D2071A27E77", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1177", "to": "claim:MHC-D-RESEARCH-1177:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A4532D2071A27E77", "to": "claim:MHC-D-RESEARCH-1177:0.1.0:0", "type": "supports", "note": "Runtime evidence can contain noise, secrets or personal data; promotion into a durable artifact requires review, minimization and a clear link to the original failure.", "locator": "3:31-18:04, gather evidence, bring it into the repository, create an issue/evaluator/dataset example and preserve the execution boundary" }, { "from": "item:MHC-D-RESEARCH-0803", "to": "source:RS-40975AC51426EC7C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0803", "to": "claim:MHC-D-RESEARCH-0803:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-40975AC51426EC7C", "to": "claim:MHC-D-RESEARCH-0803:0.1.0:0", "type": "supports", "note": "Monitoring can become counterproductive if the metric is a poor proxy or produces no adjustment.", "locator": "Abstract and meta-analysis overview" }, { "from": "item:MHC-D-RESEARCH-0804", "to": "source:RS-3C08FD913D144E6C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0804", "to": "claim:MHC-D-RESEARCH-0804:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3C08FD913D144E6C", "to": "claim:MHC-D-RESEARCH-0804:0.1.0:0", "type": "supports", "note": "An if-then plan cannot remove external constraints or make an unrealistic goal achievable.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0805", "to": "source:RS-40975AC51426EC7C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0805", "to": "source:RS-3C08FD913D144E6C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0805", "to": "claim:MHC-D-RESEARCH-0805:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-40975AC51426EC7C", "to": "claim:MHC-D-RESEARCH-0805:0.1.0:0", "type": "supports", "note": "Monitoring can become counterproductive if the metric is a poor proxy or produces no adjustment.", "locator": "Abstract and meta-analysis overview" }, { "from": "item:MHC-D-RESEARCH-0805", "to": "claim:MHC-D-RESEARCH-0805:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-3C08FD913D144E6C", "to": "claim:MHC-D-RESEARCH-0805:0.1.0:1", "type": "supports", "note": "An if-then plan cannot remove external constraints or make an unrealistic goal achievable.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0806", "to": "source:RS-AA66BDB31D914736", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0806", "to": "source:RS-42804D3F43DFDA41", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0806", "to": "claim:MHC-D-RESEARCH-0806:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AA66BDB31D914736", "to": "claim:MHC-D-RESEARCH-0806:0.1.0:0", "type": "supports", "note": "Association does not mean anxiety alone explains a person's performance.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0806", "to": "claim:MHC-D-RESEARCH-0806:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-42804D3F43DFDA41", "to": "claim:MHC-D-RESEARCH-0806:0.1.0:1", "type": "supports", "note": "The evidence does not identify a single self-help technique that is best for every person.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0807", "to": "source:RS-3866D5DE4E5AD64E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0807", "to": "source:RS-1A49673995CB9A0F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0807", "to": "claim:MHC-D-RESEARCH-0807:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3866D5DE4E5AD64E", "to": "claim:MHC-D-RESEARCH-0807:0.1.0:0", "type": "supports", "note": "This is a specific experiment and should not be generalized as a guaranteed exam-performance intervention.", "locator": "Abstract and discussion" }, { "from": "item:MHC-D-RESEARCH-0807", "to": "claim:MHC-D-RESEARCH-0807:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-1A49673995CB9A0F", "to": "claim:MHC-D-RESEARCH-0807:0.1.0:1", "type": "supports", "note": "Laboratory stress responses are not equivalent to clinical anxiety or every high-stakes assessment.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0808", "to": "source:RS-3C08FD913D144E6C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0808", "to": "source:RS-3866D5DE4E5AD64E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0808", "to": "claim:MHC-D-RESEARCH-0808:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3C08FD913D144E6C", "to": "claim:MHC-D-RESEARCH-0808:0.1.0:0", "type": "supports", "note": "An if-then plan cannot remove external constraints or make an unrealistic goal achievable.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0808", "to": "claim:MHC-D-RESEARCH-0808:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-3866D5DE4E5AD64E", "to": 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active relational generation, not the claim that farther analogies are always better or more creative in applied work.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-1256", "to": "source:RS-008B544C3E9FCDB2", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1256", "to": "claim:MHC-D-RESEARCH-1256:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-008B544C3E9FCDB2", "to": "claim:MHC-D-RESEARCH-1256:0.1.0:0", "type": "supports", "note": "Most participants were post-secondary students, heterogeneity was substantial, and the result supports idea generation more clearly than idea selection or correctness.", "locator": "Abstract and results" }, { "from": "item:MHC-D-RESEARCH-1257", "to": "source:RS-B535FF6C836999B5", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1257", "to": "claim:MHC-D-RESEARCH-1257:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B535FF6C836999B5", "to": "claim:MHC-D-RESEARCH-1257:0.1.0:0", "type": "supports", "note": 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design; no universal superiority claim is made.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0744", "to": "source:RS-B0AB7EFB236D3E2F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0744", "to": "claim:MHC-D-RESEARCH-0744:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B0AB7EFB236D3E2F", "to": "claim:MHC-D-RESEARCH-0744:0.1.0:0", "type": "supports", "note": "This is one domain and one operationalization of idea quality; do not generalize to every diverse team.", "locator": "Abstract: method and results" }, { "from": "item:MHC-D-RESEARCH-0745", "to": "source:RS-718A2A5E7E4B8C2E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0745", "to": "claim:MHC-D-RESEARCH-0745:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-718A2A5E7E4B8C2E", "to": "claim:MHC-D-RESEARCH-0745:0.1.0:0", "type": "supports", "note": "NGT structures participation and prioritization; consensus is not evidence that the selected idea is correct.", "locator": "Method overview" }, { "from": "item:MHC-D-RESEARCH-0746", "to": "source:RS-718A2A5E7E4B8C2E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0746", "to": "claim:MHC-D-RESEARCH-0746:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-718A2A5E7E4B8C2E", "to": "claim:MHC-D-RESEARCH-0746:0.1.0:0", "type": "supports", "note": "NGT structures participation and prioritization; consensus is not evidence that the selected idea is correct.", "locator": "Method overview" }, { "from": "item:MHC-D-RESEARCH-0747", "to": "source:RS-3EC3B90CEFB779AA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0747", "to": "claim:MHC-D-RESEARCH-0747:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3EC3B90CEFB779AA", "to": "claim:MHC-D-RESEARCH-0747:0.1.0:0", "type": "supports", "note": "Morphological analysis structures a conceptual space; it is not a causal model and can still omit important dimensions or options.", "locator": "Abstract and method description" }, { "from": 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"claim:MHC-D-RESEARCH-0396:0.1.0:0", "type": "supports", "note": "Large trees become unwieldy; influence diagrams or simulation may be more practical for complex problems.", "locator": "Decision trees" }, { "from": "item:MHC-D-RESEARCH-0397", "to": "source:RS-58F1FE5B31D54046", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0397", "to": "claim:MHC-D-RESEARCH-0397:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-58F1FE5B31D54046", "to": "claim:MHC-D-RESEARCH-0397:0.1.0:0", "type": "supports", "note": "Changing one input at a time can miss interactions among assumptions.", "locator": "Sensitivity analysis" }, { "from": "item:MHC-D-RESEARCH-0398", "to": "source:RS-58F1FE5B31D54046", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0398", "to": "claim:MHC-D-RESEARCH-0398:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-58F1FE5B31D54046", "to": "claim:MHC-D-RESEARCH-0398:0.1.0:0", "type": "supports", "note": "A threshold in a simplified model is not a 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between the two states.", "locator": "Simplify and reduce; bisection" }, { "from": "item:MHC-D-RESEARCH-0296", "to": "source:RS-A4A16C807A94C9D8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0296", "to": "claim:MHC-D-RESEARCH-0296:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A4A16C807A94C9D8", "to": "claim:MHC-D-RESEARCH-0296:0.1.0:0", "type": "supports", "note": "Temporal proximity is a lead, not proof of causation; an unchanged component can still fail because its inputs or dependencies changed.", "locator": "What touched it last" }, { "from": "item:MHC-D-RESEARCH-0297", "to": "source:RS-A4A16C807A94C9D8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0297", "to": "claim:MHC-D-RESEARCH-0297:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A4A16C807A94C9D8", "to": "claim:MHC-D-RESEARCH-0297:0.1.0:0", "type": "supports", "note": "Many operational tests are only suggestive; uncertainty should remain visible rather than being forced into a binary verdict.", "locator": "Test and Treat; test design considerations" }, { "from": "item:MHC-D-RESEARCH-0298", "to": "source:RS-A4A16C807A94C9D8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0298", "to": "claim:MHC-D-RESEARCH-0298:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A4A16C807A94C9D8", "to": "claim:MHC-D-RESEARCH-0298:0.1.0:0", "type": "supports", "note": "A low-risk common check should not become ritual if evidence already points strongly elsewhere.", "locator": "Test and Treat; test design considerations" }, { "from": "item:MHC-D-RESEARCH-0299", "to": "source:RS-A4A16C807A94C9D8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0299", "to": "claim:MHC-D-RESEARCH-0299:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A4A16C807A94C9D8", "to": "claim:MHC-D-RESEARCH-0299:0.1.0:0", "type": "supports", "note": "Do not place credentials, regulated data or unnecessary personal information in an incident notebook.", "locator": "Test and Treat; investigation notes" }, { "from": "item:MHC-D-RESEARCH-0300", "to": "source:RS-583415F9C2751E4C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0300", "to": "claim:MHC-D-RESEARCH-0300:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-583415F9C2751E4C", "to": "claim:MHC-D-RESEARCH-0300:0.1.0:0", "type": "supports", "note": "Mitigation should not destroy evidence, violate change controls or create a larger safety problem.", "locator": "Incident Response Training" }, { "from": "item:MHC-D-RESEARCH-0301", "to": "source:RS-583415F9C2751E4C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0301", "to": "claim:MHC-D-RESEARCH-0301:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-583415F9C2751E4C", "to": "claim:MHC-D-RESEARCH-0301:0.1.0:0", "type": "supports", "note": "The chosen channel itself needs an outage fallback when it depends on the affected system.", "locator": "Prepare Beforehand; Decide on a communication channel" }, { "from": "item:MHC-D-RESEARCH-0302", "to": "source:RS-A7FC21766320D048", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0302", "to": "claim:MHC-D-RESEARCH-0302:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A7FC21766320D048", "to": "claim:MHC-D-RESEARCH-0302:0.1.0:0", "type": "supports", "note": "Small incidents may combine roles; the useful property is clear ownership, not a ceremonial title.", "locator": "Incident Command" }, { "from": "item:MHC-D-RESEARCH-0303", "to": "source:RS-A7FC21766320D048", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0303", "to": "claim:MHC-D-RESEARCH-0303:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A7FC21766320D048", "to": "claim:MHC-D-RESEARCH-0303:0.1.0:0", "type": "supports", "note": "Role separation should reduce cognitive load, not block direct technical clarification between people who need it.", "locator": "Operational Work; Communication" }, { "from": "item:MHC-D-RESEARCH-0304", "to": "source:RS-A7FC21766320D048", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0304", "to": "claim:MHC-D-RESEARCH-0304:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A7FC21766320D048", "to": "claim:MHC-D-RESEARCH-0304:0.1.0:0", "type": "supports", "note": "Exact authorization must follow the organization's safety, security and regulatory controls.", "locator": "Operational Work" }, { "from": "item:MHC-D-RESEARCH-0305", "to": "source:RS-583415F9C2751E4C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0305", "to": "claim:MHC-D-RESEARCH-0305:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-583415F9C2751E4C", "to": "claim:MHC-D-RESEARCH-0305:0.1.0:0", "type": "supports", "note": "Cadence should match impact and change rate; update frequency is not a universal fixed interval.", "locator": "Keep your audience informed" }, { "from": "item:MHC-D-RESEARCH-0306", "to": "source:RS-19D9542665BD7033", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0306", "to": "claim:MHC-D-RESEARCH-0306:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-19D9542665BD7033", "to": "claim:MHC-D-RESEARCH-0306:0.1.0:0", "type": "supports", "note": "A measurable completion state does not by itself prove that recurrence risk has been eliminated.", "locator": "Measurability; action items" }, { "from": "item:MHC-D-RESEARCH-0307", "to": "source:RS-0EC41881FEFC935D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0307", "to": "claim:MHC-D-RESEARCH-0307:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-0EC41881FEFC935D", "to": "claim:MHC-D-RESEARCH-0307:0.1.0:0", "type": "supports", "note": "Categories must fit the local system; Google's historical frequencies should not be copied as expected proportions elsewhere.", "locator": "Results of Postmortem Analysis" }, { "from": "item:MHC-D-RESEARCH-0881", "to": "source:RS-754613206B7D5210", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0881", "to": "claim:MHC-D-RESEARCH-0881:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-754613206B7D5210", "to": "claim:MHC-D-RESEARCH-0881:0.1.0:0", "type": "supports", "note": "The RCT tested a specific two-week intervention; some jobs, accessibility needs and safety contexts require mobile data.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0882", "to": "source:RS-754613206B7D5210", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0882", "to": "claim:MHC-D-RESEARCH-0882:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-754613206B7D5210", "to": "claim:MHC-D-RESEARCH-0882:0.1.0:0", "type": "supports", "note": "Modern messaging often depends on data rather than SMS; define exceptions from actual communication needs.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0883", "to": "source:RS-754613206B7D5210", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0883", "to": "claim:MHC-D-RESEARCH-0883:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-754613206B7D5210", "to": "claim:MHC-D-RESEARCH-0883:0.1.0:0", "type": "supports", "note": "Desktop substitution can simply move compulsive use to another screen; measure behavior rather than assuming success.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0884", "to": "source:RS-754613206B7D5210", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0884", "to": "claim:MHC-D-RESEARCH-0884:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-754613206B7D5210", "to": "claim:MHC-D-RESEARCH-0884:0.1.0:0", "type": "supports", "note": "Mental-health symptoms require appropriate care; a phone experiment is not treatment.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0885", "to": "source:RS-BB2607B0FF1D0594", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0885", "to": "claim:MHC-D-RESEARCH-0885:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-BB2607B0FF1D0594", "to": "claim:MHC-D-RESEARCH-0885:0.1.0:0", "type": "supports", "note": "The trial population was university students near exams; other groups may respond differently.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0886", "to": "source:RS-BB2607B0FF1D0594", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0886", "to": "claim:MHC-D-RESEARCH-0886:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-BB2607B0FF1D0594", "to": "claim:MHC-D-RESEARCH-0886:0.1.0:0", "type": "supports", "note": "Friction can also block legitimate access; keep exceptions for safety, accessibility and essential tasks.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0887", "to": "source:RS-97BCB7708D80D5E4", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0887", "to": "claim:MHC-D-RESEARCH-0887:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-97BCB7708D80D5E4", "to": "claim:MHC-D-RESEARCH-0887:0.1.0:0", "type": "supports", "note": "Productivity links are heterogeneous and individual; environmental changes should also follow building safety requirements.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0888", "to": "source:RS-97BCB7708D80D5E4", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0888", "to": "claim:MHC-D-RESEARCH-0888:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-97BCB7708D80D5E4", "to": "claim:MHC-D-RESEARCH-0888:0.1.0:0", "type": "supports", "note": "There is no single ideal temperature for every person, task, season or building.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0889", "to": "source:RS-864E546A7D0D437F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0889", "to": "claim:MHC-D-RESEARCH-0889:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-864E546A7D0D437F", "to": "claim:MHC-D-RESEARCH-0889:0.1.0:0", "type": "supports", "note": "Building, combustion and infection-control concerns can require professional assessment beyond a consumer CO2 monitor.", "locator": "See source record" }, { "from": 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"source:RS-83BFFC5E0263C087", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0892", "to": "claim:MHC-D-RESEARCH-0892:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-83BFFC5E0263C087", "to": "claim:MHC-D-RESEARCH-0892:0.1.0:0", "type": "supports", "note": "Noise susceptibility and hearing needs differ; headphones and masking levels should remain comfortable and safe.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0893", "to": "source:RS-9020B8B4574D3925", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0893", "to": "claim:MHC-D-RESEARCH-0893:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-9020B8B4574D3925", "to": "claim:MHC-D-RESEARCH-0893:0.1.0:0", "type": "supports", "note": "One 2026 study does not establish a universal masking sound, volume or cognitive benefit.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0894", "to": "source:RS-97BCB7708D80D5E4", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0894", "to": "claim:MHC-D-RESEARCH-0894:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-97BCB7708D80D5E4", "to": "claim:MHC-D-RESEARCH-0894:0.1.0:0", "type": "supports", "note": "Some building problems require combined changes or professional work; learning value does not outrank safety.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0895", "to": "source:RS-754613206B7D5210", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0895", "to": "claim:MHC-D-RESEARCH-0895:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-754613206B7D5210", "to": "claim:MHC-D-RESEARCH-0895:0.1.0:0", "type": "supports", "note": "Accessibility, caregiving and on-call responsibilities can make physical separation inappropriate; design exceptions.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-1275", "to": "source:RS-51C347036C655252", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1275", "to": "source:RS-1E358C5F88C7894E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1275", "to": "source:RS-2293699D6A85B060", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1275", "to": "claim:MHC-D-RESEARCH-1275:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-51C347036C655252", "to": "claim:MHC-D-RESEARCH-1275:0.1.0:0", "type": "supports", "note": "The concept explains one organizational failure pattern; it does not prove that every local deviation is unsafe.", "locator": "Abstract and Appendix B theme 6" }, { "from": "item:MHC-D-RESEARCH-1275", "to": "claim:MHC-D-RESEARCH-1275:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-1E358C5F88C7894E", "to": "claim:MHC-D-RESEARCH-1275:0.1.0:1", "type": "supports", "note": "A formal standard can still be revised when new evidence justifies it; the warning is against silent redefinition through repeated success.", "locator": "Recommendations" }, { "from": "item:MHC-D-RESEARCH-1275", "to": "claim:MHC-D-RESEARCH-1275:0.1.0:2", "type": "contains_claim" }, { "from": "source:RS-2293699D6A85B060", "to": "claim:MHC-D-RESEARCH-1275:0.1.0:2", "type": "contextualizes", "note": "This is one high-stakes case and should not be used to estimate risk in unrelated domains.", "locator": "Normalization of deviance discussion" }, { "from": "item:MHC-D-RESEARCH-1276", "to": "source:RS-2B07FFA4A53D551C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1276", "to": "claim:MHC-D-RESEARCH-1276:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-2B07FFA4A53D551C", "to": "claim:MHC-D-RESEARCH-1276:0.1.0:0", "type": "supports", "note": "The guidance is written for hazardous industrial processes; the general exception-control pattern is transferred here by analogy.", "locator": "Managing Change" }, { "from": "item:MHC-D-RESEARCH-1276", "to": "claim:MHC-D-RESEARCH-1276:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-2B07FFA4A53D551C", "to": "claim:MHC-D-RESEARCH-1276:0.1.0:1", "type": "supports", "note": "Not every knowledge-work exception requires industrial-style approval; use proportional controls.", "locator": "Managing Change" }, { "from": "item:MHC-D-RESEARCH-1277", "to": "source:RS-51C347036C655252", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1277", "to": "source:RS-2B07FFA4A53D551C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1277", "to": "claim:MHC-D-RESEARCH-1277:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-51C347036C655252", "to": "claim:MHC-D-RESEARCH-1277:0.1.0:0", "type": "supports", "note": "The concept explains one organizational failure pattern; it does not prove that every local deviation is unsafe.", "locator": "Abstract and Appendix B theme 6" }, { "from": "item:MHC-D-RESEARCH-1277", "to": "claim:MHC-D-RESEARCH-1277:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-2B07FFA4A53D551C", "to": "claim:MHC-D-RESEARCH-1277:0.1.0:1", "type": "supports", "note": "The guidance is written for hazardous industrial processes; the general exception-control pattern is transferred here by analogy.", "locator": "Managing Change" }, { "from": "item:MHC-D-RESEARCH-1278", "to": "source:RS-A6ED4054F9E4F86D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1278", "to": "claim:MHC-D-RESEARCH-1278:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A6ED4054F9E4F86D", "to": "claim:MHC-D-RESEARCH-1278:0.1.0:0", "type": "supports", "note": "The cited evidence is clinical; notification fatigue in software can share the attention mechanism without having the same risk magnitude.", "locator": "Summary" }, { "from": "item:MHC-D-RESEARCH-1278", "to": "claim:MHC-D-RESEARCH-1278:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-A6ED4054F9E4F86D", "to": "claim:MHC-D-RESEARCH-1278:0.1.0:1", "type": "supports", "note": "The correct alert threshold and modality depend on the task, consequence and user environment.", "locator": "Summary" }, { "from": "item:MHC-D-RESEARCH-1279", "to": "source:RS-A6ED4054F9E4F86D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1279", "to": "claim:MHC-D-RESEARCH-1279:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A6ED4054F9E4F86D", "to": "claim:MHC-D-RESEARCH-1279:0.1.0:0", "type": "supports", "note": "The cited evidence is clinical; notification fatigue in software can share the attention mechanism without having the same risk magnitude.", "locator": "Summary" }, { "from": "item:MHC-D-RESEARCH-1279", "to": "claim:MHC-D-RESEARCH-1279:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-A6ED4054F9E4F86D", "to": "claim:MHC-D-RESEARCH-1279:0.1.0:1", "type": "supports", "note": "The correct alert threshold and modality depend on the task, consequence and user environment.", "locator": "Summary" }, { "from": "item:MHC-D-RESEARCH-1280", "to": "source:RS-A6ED4054F9E4F86D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1280", "to": "source:RS-335459E206E20212", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1280", "to": "claim:MHC-D-RESEARCH-1280:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A6ED4054F9E4F86D", "to": "claim:MHC-D-RESEARCH-1280:0.1.0:0", "type": "supports", "note": "The correct alert threshold and modality depend on the task, consequence and user environment.", "locator": "Summary" }, { "from": "item:MHC-D-RESEARCH-1280", "to": "claim:MHC-D-RESEARCH-1280:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-335459E206E20212", "to": "claim:MHC-D-RESEARCH-1280:0.1.0:1", "type": "supports", "note": "This supports differentiated alert design, not a universal number of severity levels.", "locator": "PSNet summary" }, { "from": "item:MHC-D-RESEARCH-1281", "to": "source:RS-2B07FFA4A53D551C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1281", "to": "source:RS-DDB650DCB6908A0C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1281", "to": "claim:MHC-D-RESEARCH-1281:0.1.0:0", "type": "contains_claim" 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"Abstract and results" }, { "from": "item:MHC-D-RESEARCH-0522", "to": "claim:MHC-D-RESEARCH-0522:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-065ABB05211033BD", "to": "claim:MHC-D-RESEARCH-0522:0.1.0:1", "type": "limits", "note": "A real-world setting or combination with active initiation could behave differently.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0523", "to": "source:RS-065ABB05211033BD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0523", "to": "claim:MHC-D-RESEARCH-0523:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-065ABB05211033BD", "to": "claim:MHC-D-RESEARCH-0523:0.1.0:0", "type": "limits", "note": "A real-world setting or combination with active initiation could behave differently.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0524", "to": "source:RS-2C48E2FA6C4F2832", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0524", "to": "source:RS-7405E6C0653F6EB3", "type": "references" }, { "from": 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"item:MHC-D-RESEARCH-0968", "to": "source:RS-F14ADADEC79FBD0C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0968", "to": "claim:MHC-D-RESEARCH-0968:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F14ADADEC79FBD0C", "to": "claim:MHC-D-RESEARCH-0968:0.1.0:0", "type": "supports", "note": "Some documents, policies and equipment require more frequent review; annual is a backstop, not a universal interval.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0969", "to": "source:RS-F14ADADEC79FBD0C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0969", "to": "claim:MHC-D-RESEARCH-0969:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F14ADADEC79FBD0C", "to": "claim:MHC-D-RESEARCH-0969:0.1.0:0", "type": "supports", "note": "Protect account references from unauthorized access and follow provider-specific identity-verification procedures.", "locator": "See source record" }, { "from": "item:MHC-D-RESEARCH-0385", "to": "source:RS-8B46F5DAE5659483", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0385", "to": "claim:MHC-D-RESEARCH-0385:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-8B46F5DAE5659483", "to": "claim:MHC-D-RESEARCH-0385:0.1.0:0", "type": "supports", "note": "The work explores design and participant perceptions rather than proving that these questions improve meeting outcomes.", "locator": "Technology probe prompts and study protocol" }, { "from": "item:MHC-D-RESEARCH-0386", "to": "source:RS-8B46F5DAE5659483", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0386", "to": "claim:MHC-D-RESEARCH-0386:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-8B46F5DAE5659483", "to": "claim:MHC-D-RESEARCH-0386:0.1.0:0", "type": "supports", "note": "Identifying blockers does not guarantee they can be removed or that the meeting should proceed.", "locator": "Pre-meeting reflection questions" }, { "from": "item:MHC-D-RESEARCH-0387", "to": "source:RS-B543A8D074A0755F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0387", "to": "claim:MHC-D-RESEARCH-0387:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B543A8D074A0755F", "to": "claim:MHC-D-RESEARCH-0387:0.1.0:0", "type": "supports", "note": "The study involved 15 knowledge workers and prototype interfaces; do not generalize the relative effect size broadly.", "locator": "Abstract findings" }, { "from": "item:MHC-D-RESEARCH-0388", "to": "source:RS-B543A8D074A0755F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0388", "to": "claim:MHC-D-RESEARCH-0388:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B543A8D074A0755F", "to": "claim:MHC-D-RESEARCH-0388:0.1.0:0", "type": "supports", "note": "This is a design tradeoff from a small probe study, not evidence that active prompts should always be avoided.", "locator": "Abstract findings" }, { "from": "item:MHC-D-RESEARCH-0389", "to": "source:RS-B543A8D074A0755F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0389", "to": "claim:MHC-D-RESEARCH-0389:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B543A8D074A0755F", "to": "claim:MHC-D-RESEARCH-0389:0.1.0:0", "type": "supports", "note": "Goal clarity is useful but can change as legitimate new information emerges during the meeting.", "locator": "Abstract findings" }, { "from": "item:MHC-D-RESEARCH-0390", "to": "source:RS-C647205CFB94936F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0390", "to": "claim:MHC-D-RESEARCH-0390:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-C647205CFB94936F", "to": "claim:MHC-D-RESEARCH-0390:0.1.0:0", "type": "limits", "note": "A null primary effect in this implementation does not prove that all goal reflection is ineffective.", "locator": "Abstract results" }, { "from": "item:MHC-D-RESEARCH-0391", "to": "source:RS-C647205CFB94936F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0391", "to": "claim:MHC-D-RESEARCH-0391:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-C647205CFB94936F", "to": "claim:MHC-D-RESEARCH-0391:0.1.0:0", "type": "supports", "note": "This suggests measurement reactivity; it does not quantify a universal survey effect outside the studied context.", "locator": "Abstract mixed-methods findings" }, { "from": "item:MHC-D-RESEARCH-0392", "to": "source:RS-1A4480192E388854", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0392", "to": "claim:MHC-D-RESEARCH-0392:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1A4480192E388854", "to": "claim:MHC-D-RESEARCH-0392:0.1.0:0", "type": "supports", "note": "The framework organizes design thinking; it is not a controlled trial establishing a productivity effect.", "locator": "Abstract and framework" }, { "from": "item:MHC-D-RESEARCH-1247", "to": "source:RS-0A1E473F3B53C2E2", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1247", "to": "claim:MHC-D-RESEARCH-1247:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-0A1E473F3B53C2E2", "to": "claim:MHC-D-RESEARCH-1247:0.1.0:0", "type": "supports", "note": "The outcome is primarily relative monitoring accuracy in memory paradigms; it should not be generalized into a claim that waiting makes every confidence judgment correct.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-1248", "to": "source:RS-BBE214612662000E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1248", "to": "claim:MHC-D-RESEARCH-1248:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-BBE214612662000E", "to": "claim:MHC-D-RESEARCH-1248:0.1.0:0", "type": "supports", "note": "The result is task-dependent and comes from forecasting experiments, not a general test of metacognitive training across all work.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-1249", "to": "source:RS-DA75D62FDCD7444D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1249", "to": "claim:MHC-D-RESEARCH-1249:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-DA75D62FDCD7444D", "to": "claim:MHC-D-RESEARCH-1249:0.1.0:0", "type": "supports", "note": "The evidence is educational and heterogeneous; it does not imply that longer explanations are better or that self-explanation replaces testing, feedback or domain practice.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-1250", "to": "source:RS-0A1E473F3B53C2E2", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1250", "to": "claim:MHC-D-RESEARCH-1250:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-0A1E473F3B53C2E2", "to": "claim:MHC-D-RESEARCH-1250:0.1.0:0", "type": "supports", "note": "The outcome is primarily relative monitoring accuracy in memory paradigms; it should not be generalized into a claim that waiting makes every confidence judgment correct.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0323", "to": "source:RS-AD8C9A4D5490AE7D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0323", "to": "claim:MHC-D-RESEARCH-0323:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AD8C9A4D5490AE7D", "to": "claim:MHC-D-RESEARCH-0323:0.1.0:0", "type": "supports", "note": "A BATNA is an alternative if no agreement is reached; it should not be confused with the preferred negotiated outcome.", "locator": "Question 9" }, { "from": "item:MHC-D-RESEARCH-0324", "to": "source:RS-AD8C9A4D5490AE7D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0324", "to": "claim:MHC-D-RESEARCH-0324:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AD8C9A4D5490AE7D", "to": "claim:MHC-D-RESEARCH-0324:0.1.0:0", "type": "supports", "note": "Strengthening alternatives must remain ethical, lawful and consistent with relationship or organizational constraints.", "locator": "Question 9" }, { "from": "item:MHC-D-RESEARCH-0325", "to": "source:RS-AD8C9A4D5490AE7D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0325", "to": "claim:MHC-D-RESEARCH-0325:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AD8C9A4D5490AE7D", "to": "claim:MHC-D-RESEARCH-0325:0.1.0:0", "type": "supports", "note": "Multi-issue deals may not reduce cleanly to one numeric threshold; the walk-away logic still needs to be explicit.", "locator": "Question 10" }, { "from": "item:MHC-D-RESEARCH-0326", "to": "source:RS-AD8C9A4D5490AE7D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0326", "to": "claim:MHC-D-RESEARCH-0326:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AD8C9A4D5490AE7D", "to": "claim:MHC-D-RESEARCH-0326:0.1.0:0", "type": "supports", "note": "An aspiration point is a preparation target, not evidence of entitlement or counterpart willingness.", "locator": "Question 11" }, { "from": "item:MHC-D-RESEARCH-0327", "to": "source:RS-AD8C9A4D5490AE7D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0327", "to": "claim:MHC-D-RESEARCH-0327:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AD8C9A4D5490AE7D", "to": "claim:MHC-D-RESEARCH-0327:0.1.0:0", "type": "supports", "note": "Priorities can change as new information appears; the ranking should guide tradeoffs rather than become an inflexible script.", "locator": "Question 8" }, { "from": "item:MHC-D-RESEARCH-0328", "to": "source:RS-9AAFAA370461C622", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0328", "to": "claim:MHC-D-RESEARCH-0328:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-9AAFAA370461C622", "to": "claim:MHC-D-RESEARCH-0328:0.1.0:0", "type": "supports", "note": "Interest discovery does not require disclosing confidential information or accepting the counterpart's framing.", "locator": "Ask questions and share information" }, { "from": "item:MHC-D-RESEARCH-0329", "to": "source:RS-766E8E75D25E9BE3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0329", "to": "claim:MHC-D-RESEARCH-0329:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-766E8E75D25E9BE3", "to": "claim:MHC-D-RESEARCH-0329:0.1.0:0", "type": "supports", "note": "Some issues must be sequenced for legal, technical or governance reasons; the card concerns preserving useful tradeoffs where possible.", "locator": "Beware of sequencing plans" }, { "from": "item:MHC-D-RESEARCH-0330", "to": "source:RS-AC7C178AA9AE2F18", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0330", "to": "claim:MHC-D-RESEARCH-0330:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AC7C178AA9AE2F18", "to": "claim:MHC-D-RESEARCH-0330:0.1.0:0", "type": "supports", "note": "A trade is only useful when the issue values genuinely differ and the terms remain acceptable overall.", "locator": "Definition and priority differences" }, { "from": "item:MHC-D-RESEARCH-0331", "to": "source:RS-B5D0EEFDD6077861", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0331", "to": "claim:MHC-D-RESEARCH-0331:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B5D0EEFDD6077861", "to": "claim:MHC-D-RESEARCH-0331:0.1.0:0", "type": "supports", "note": "Poorly designed offers can confuse or anchor the discussion; packages should be credible and genuinely acceptable to the proposer.", "locator": "MESO definition and example" }, { "from": "item:MHC-D-RESEARCH-0332", "to": "source:RS-AD8C9A4D5490AE7D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0332", "to": "claim:MHC-D-RESEARCH-0332:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AD8C9A4D5490AE7D", "to": "claim:MHC-D-RESEARCH-0332:0.1.0:0", "type": "supports", "note": "A benchmark is not neutral merely because it is external; both relevance and source quality need examination.", "locator": "Question 23" }, { "from": "item:MHC-D-RESEARCH-0333", "to": "source:RS-A9AECD9E69DDF755", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0333", "to": "claim:MHC-D-RESEARCH-0333:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A9AECD9E69DDF755", "to": "claim:MHC-D-RESEARCH-0333:0.1.0:0", "type": "supports", "note": "Contingent terms can create perverse incentives or legal complexity and require careful drafting and enforceability review.", "locator": "Consider a contingency agreement" }, { "from": "item:MHC-D-RESEARCH-0334", "to": "source:RS-766E8E75D25E9BE3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0334", "to": "claim:MHC-D-RESEARCH-0334:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-766E8E75D25E9BE3", "to": "claim:MHC-D-RESEARCH-0334:0.1.0:0", "type": "supports", "note": "Whether partial terms are legally binding depends on the actual negotiation, documents and jurisdiction; the card is a preparation principle, not legal advice.", "locator": "Beware of sequencing plans" }, { "from": "item:MHC-D-RESEARCH-0244", "to": "source:RS-B5AD1962D3F47F0D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0244", "to": "claim:MHC-D-RESEARCH-0244:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B5AD1962D3F47F0D", "to": "claim:MHC-D-RESEARCH-0244:0.1.0:0", "type": "supports", "note": "The definition cannot establish whether the chosen whole represents the relevant population.", "locator": "Definition of percent" }, { "from": "item:MHC-D-RESEARCH-0245", "to": "source:RS-767005552D5DD114", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0245", "to": "claim:MHC-D-RESEARCH-0245:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-767005552D5DD114", "to": "claim:MHC-D-RESEARCH-0245:0.1.0:0", "type": "supports", "note": "Relative change is undefined from a zero baseline and can be difficult to interpret with negative baselines.", "locator": "Percent increase and decrease formula; independently derived application to percentage values" }, { "from": "item:MHC-D-RESEARCH-0246", "to": "source:RS-767005552D5DD114", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0246", "to": "claim:MHC-D-RESEARCH-0246:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-767005552D5DD114", "to": "claim:MHC-D-RESEARCH-0246:0.1.0:0", "type": "supports", "note": "The worked example assumes the stated changes are successive, not both independently calculated from the same original base.", "locator": "Percent-change identity applied successively" }, { "from": "item:MHC-D-RESEARCH-0247", "to": "source:RS-AA03D333725959D7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0247", "to": "claim:MHC-D-RESEARCH-0247:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-AA03D333725959D7", "to": "claim:MHC-D-RESEARCH-0247:0.1.0:0", "type": "supports", "note": "Groups must concern compatible observations and the counts must represent the intended weighting.", "locator": "Mean equals total divided by count; weighted-frequency expression" }, { "from": "item:MHC-D-RESEARCH-0248", "to": "source:RS-26830AF1759FF4A2", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0248", "to": "claim:MHC-D-RESEARCH-0248:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-26830AF1759FF4A2", "to": "claim:MHC-D-RESEARCH-0248:0.1.0:0", "type": "supports", "note": "Neither measure is automatically the best summary for every decision.", "locator": "Definition of Location; effects of heavy tails" }, { "from": "item:MHC-D-RESEARCH-0249", "to": "source:RS-81EEEF7FC90B7C41", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0249", "to": "claim:MHC-D-RESEARCH-0249:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-81EEEF7FC90B7C41", "to": "claim:MHC-D-RESEARCH-0249:0.1.0:0", "type": "supports", "note": "Ties, small samples and software conventions can affect exact percentile calculations.", "locator": "Percentile definitions and interpretation" }, { "from": "item:MHC-D-RESEARCH-0250", "to": "source:RS-092BD6D253CE697B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0250", "to": "claim:MHC-D-RESEARCH-0250:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-092BD6D253CE697B", "to": "claim:MHC-D-RESEARCH-0250:0.1.0:0", "type": "supports", "note": "A spread measure does not by itself explain the source of variation or establish a normal distribution.", "locator": "Definitions of range and standard deviation" }, { "from": "item:MHC-D-RESEARCH-0251", "to": "source:RS-2876030F5763D7FA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0251", "to": "claim:MHC-D-RESEARCH-0251:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-2876030F5763D7FA", "to": "claim:MHC-D-RESEARCH-0251:0.1.0:0", "type": "supports", "note": "An unweighted average of component rates is appropriate only when its weighting matches the actual question.", "locator": "Derived quantities and units; independent rate derivation" }, { "from": "item:MHC-D-RESEARCH-0252", "to": "source:RS-8A26862B6CF7036F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0252", "to": "claim:MHC-D-RESEARCH-0252:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-8A26862B6CF7036F", "to": "claim:MHC-D-RESEARCH-0252:0.1.0:0", "type": "supports", "note": "Matching dimensions is a necessary check, not proof that the entire physical model is correct.", "locator": "Quantity values and unit notation" }, { "from": 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"claim:MHC-D-RESEARCH-0622:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-B3FC6B5B65061AB3", "to": "claim:MHC-D-RESEARCH-0622:0.1.0:1", "type": "supports", "note": "A later estimate can still be wrong; maturity narrows uncertainty only when real information has improved.", "locator": "Estimate maturity and range" }, { "from": "item:MHC-D-RESEARCH-0623", "to": "source:RS-B3FC6B5B65061AB3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0623", "to": "claim:MHC-D-RESEARCH-0623:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B3FC6B5B65061AB3", "to": "claim:MHC-D-RESEARCH-0623:0.1.0:0", "type": "supports", "note": "Three-point estimates are inputs to judgment or modelling, not proof of a probability distribution.", "locator": "Estimate ranges and assumptions" }, { "from": "item:MHC-D-RESEARCH-0623", "to": "claim:MHC-D-RESEARCH-0623:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-B3FC6B5B65061AB3", "to": "claim:MHC-D-RESEARCH-0623:0.1.0:1", "type": "supports", "note": "A later estimate can still be wrong; maturity narrows uncertainty only when real information has improved.", "locator": "Estimate maturity and range" }, { "from": "item:MHC-D-RESEARCH-0624", "to": "source:RS-B3FC6B5B65061AB3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0624", "to": "claim:MHC-D-RESEARCH-0624:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B3FC6B5B65061AB3", "to": "claim:MHC-D-RESEARCH-0624:0.1.0:0", "type": "supports", "note": "Three-point estimates are inputs to judgment or modelling, not proof of a probability distribution.", "locator": "Estimate ranges and assumptions" }, { "from": "item:MHC-D-RESEARCH-0625", "to": "source:RS-F874002E4A58CC3B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0625", "to": "source:RS-B3FC6B5B65061AB3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0625", "to": "claim:MHC-D-RESEARCH-0625:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F874002E4A58CC3B", "to": "claim:MHC-D-RESEARCH-0625:0.1.0:0", "type": "supports", "note": "How contingency is funded, governed and released depends on organization and project type.", "locator": "Contingency" }, { "from": "item:MHC-D-RESEARCH-0625", "to": "claim:MHC-D-RESEARCH-0625:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-B3FC6B5B65061AB3", "to": "claim:MHC-D-RESEARCH-0625:0.1.0:1", "type": "supports", "note": "Qualitative or poorly evidenced probability estimates should not be dressed up as precise expected values.", "locator": "Accounting for risk" }, { "from": "item:MHC-D-RESEARCH-0625", "to": "claim:MHC-D-RESEARCH-0625:0.1.0:2", "type": "contains_claim" }, { "from": "source:RS-F874002E4A58CC3B", "to": "claim:MHC-D-RESEARCH-0625:0.1.0:2", "type": "supports", "note": "Organizations may use different accounting labels; the useful distinction is planned work versus allowance for residual uncertainty.", "locator": "Optimism bias and contingency" }, { "from": "item:MHC-D-RESEARCH-0626", "to": "source:RS-F874002E4A58CC3B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0626", "to": "claim:MHC-D-RESEARCH-0626:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F874002E4A58CC3B", "to": "claim:MHC-D-RESEARCH-0626:0.1.0:0", "type": "supports", "note": "Organizations may use different accounting labels; the useful distinction is planned work versus allowance for residual uncertainty.", "locator": "Optimism bias and contingency" }, { "from": "item:MHC-D-RESEARCH-0627", "to": "source:RS-F874002E4A58CC3B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0627", "to": "source:RS-B3FC6B5B65061AB3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0627", "to": "claim:MHC-D-RESEARCH-0627:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F874002E4A58CC3B", "to": "claim:MHC-D-RESEARCH-0627:0.1.0:0", "type": "supports", "note": "The guidance is for UK public appraisal; the transferable principle is empirical correction, not a universal percentage 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"contains_claim" }, { "from": "source:RS-3AABED087865223D", "to": "claim:MHC-D-RESEARCH-0631:0.1.0:1", "type": "supports", "note": "Reference classes must be genuinely comparable; irrelevant historical projects can make an estimate worse.", "locator": "Introduction and making adjustments" }, { "from": "item:MHC-D-RESEARCH-0632", "to": "source:RS-B3FC6B5B65061AB3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0632", "to": "claim:MHC-D-RESEARCH-0632:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B3FC6B5B65061AB3", "to": "claim:MHC-D-RESEARCH-0632:0.1.0:0", "type": "supports", "note": "Three-point estimates are inputs to judgment or modelling, not proof of a probability distribution.", "locator": "Estimate ranges and assumptions" }, { "from": "item:MHC-D-RESEARCH-0632", "to": "claim:MHC-D-RESEARCH-0632:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-B3FC6B5B65061AB3", "to": "claim:MHC-D-RESEARCH-0632:0.1.0:1", "type": "supports", "note": "A later estimate can still be wrong; maturity narrows uncertainty only when real information has improved.", "locator": "Estimate maturity and range" }, { "from": "item:MHC-D-RESEARCH-0633", "to": "source:RS-B3FC6B5B65061AB3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0633", "to": "claim:MHC-D-RESEARCH-0633:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B3FC6B5B65061AB3", "to": "claim:MHC-D-RESEARCH-0633:0.1.0:0", "type": "supports", "note": "A later estimate can still be wrong; maturity narrows uncertainty only when real information has improved.", "locator": "Estimate maturity and range" }, { "from": "item:MHC-D-RESEARCH-0634", "to": "source:RS-F874002E4A58CC3B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0634", "to": "claim:MHC-D-RESEARCH-0634:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F874002E4A58CC3B", "to": "claim:MHC-D-RESEARCH-0634:0.1.0:0", "type": "supports", "note": "The guidance is for UK public appraisal; the transferable principle is empirical correction, not a universal percentage uplift.", "locator": "Optimism bias" }, { "from": "item:MHC-D-RESEARCH-0635", "to": "source:RS-F874002E4A58CC3B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0635", "to": "source:RS-3AABED087865223D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0635", "to": "claim:MHC-D-RESEARCH-0635:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F874002E4A58CC3B", "to": "claim:MHC-D-RESEARCH-0635:0.1.0:0", "type": "supports", "note": "The guidance is for UK public appraisal; the transferable principle is empirical correction, not a universal percentage uplift.", "locator": "Optimism bias" }, { "from": "item:MHC-D-RESEARCH-0635", "to": "claim:MHC-D-RESEARCH-0635:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-3AABED087865223D", "to": "claim:MHC-D-RESEARCH-0635:0.1.0:1", "type": "supports", "note": "Reference classes must be genuinely comparable; irrelevant historical projects can make an estimate worse.", "locator": "Introduction and making adjustments" }, { "from": "item:MHC-D-RESEARCH-0636", "to": "source:RS-F874002E4A58CC3B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0636", "to": "source:RS-3AABED087865223D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0636", "to": "claim:MHC-D-RESEARCH-0636:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-F874002E4A58CC3B", "to": "claim:MHC-D-RESEARCH-0636:0.1.0:0", "type": "supports", "note": "The guidance is for UK public appraisal; the transferable principle is empirical correction, not a universal percentage uplift.", "locator": "Optimism bias" }, { "from": "item:MHC-D-RESEARCH-0636", "to": "claim:MHC-D-RESEARCH-0636:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-3AABED087865223D", "to": "claim:MHC-D-RESEARCH-0636:0.1.0:1", "type": "supports", "note": "Reference classes must be genuinely comparable; irrelevant historical projects can make an estimate worse.", "locator": "Introduction and making adjustments" }, { "from": "item:MHC-D-RESEARCH-0419", "to": "source:RS-36D653DA482EBF19", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0419", "to": "claim:MHC-D-RESEARCH-0419:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-36D653DA482EBF19", "to": "claim:MHC-D-RESEARCH-0419:0.1.0:0", "type": "supports", "note": "Factual verification still requires evidence about the claim itself.", "locator": "Can provenance information determine whether an asset depicts the truth?" }, { "from": "item:MHC-D-RESEARCH-0420", "to": "source:RS-36D653DA482EBF19", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0420", "to": "claim:MHC-D-RESEARCH-0420:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-36D653DA482EBF19", "to": "claim:MHC-D-RESEARCH-0420:0.1.0:0", "type": "supports", "note": "Missing provenance is not automatically evidence of malicious tampering; the gap must be interpreted in context.", "locator": "Is provenance always complete?" }, { "from": "item:MHC-D-RESEARCH-0421", "to": "source:RS-B706646751C39412", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0421", "to": "source:RS-FF258DEA21EDA7AB", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0421", "to": "claim:MHC-D-RESEARCH-0421:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-B706646751C39412", "to": "claim:MHC-D-RESEARCH-0421:0.1.0:0", "type": "supports", "note": "Continuity depends on participating tools and workflows preserving or re-establishing the relevant credentials.", "locator": "Introduction and whole-workflow applicability" }, { "from": "item:MHC-D-RESEARCH-0421", "to": "claim:MHC-D-RESEARCH-0421:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-FF258DEA21EDA7AB", "to": "claim:MHC-D-RESEARCH-0421:0.1.0:1", "type": "supports", "note": "The paper adapts provenance concepts to news verification; other domains may require additional lineage fields.", "locator": "Definition of provenance neglect and data provenance" }, { "from": "item:MHC-D-RESEARCH-0422", "to": "source:RS-3271B136C6377DC1", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0422", "to": "claim:MHC-D-RESEARCH-0422:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3271B136C6377DC1", "to": "claim:MHC-D-RESEARCH-0422:0.1.0:0", "type": "supports", "note": "A cryptographically bound assertion establishes integrity of that assertion-to-asset relationship, not the truth of every declared fact.", "locator": "Assertions and content bindings" }, { "from": "item:MHC-D-RESEARCH-0423", "to": "source:RS-36D653DA482EBF19", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0423", "to": "claim:MHC-D-RESEARCH-0423:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-36D653DA482EBF19", "to": "claim:MHC-D-RESEARCH-0423:0.1.0:0", "type": "supports", "note": "Verification status can differ across an asset's ingredients; do not collapse the whole chain into one binary trust label.", "locator": "Do the ingredients of an asset have verifiable provenance?" }, { "from": "item:MHC-D-RESEARCH-0424", "to": "source:RS-FF258DEA21EDA7AB", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0424", "to": "claim:MHC-D-RESEARCH-0424:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-FF258DEA21EDA7AB", "to": "claim:MHC-D-RESEARCH-0424:0.1.0:0", "type": "supports", "note": "This is a conceptual and prescriptive analysis rather than a quantified causal estimate across all AI systems.", "locator": "Provenance neglect as systematic vulnerability" }, { "from": "item:MHC-D-RESEARCH-0424", "to": "claim:MHC-D-RESEARCH-0424:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-FF258DEA21EDA7AB", "to": "claim:MHC-D-RESEARCH-0424:0.1.0:1", "type": "supports", "note": "Credibility signals can themselves be imperfect and should not become a permanent whitelist that blocks contrary evidence.", "locator": "Provenance-Weighted Authenticity Verification framework" }, { "from": "item:MHC-D-RESEARCH-0425", "to": "source:RS-FF258DEA21EDA7AB", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0425", "to": "claim:MHC-D-RESEARCH-0425:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-FF258DEA21EDA7AB", "to": "claim:MHC-D-RESEARCH-0425:0.1.0:0", "type": "supports", "note": "Credibility signals can themselves be imperfect and should not become a permanent whitelist that blocks contrary evidence.", "locator": "Provenance-Weighted Authenticity Verification framework" }, { "from": "item:MHC-D-RESEARCH-0426", "to": "source:RS-36D653DA482EBF19", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0426", "to": "claim:MHC-D-RESEARCH-0426:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-36D653DA482EBF19", "to": "claim:MHC-D-RESEARCH-0426:0.1.0:0", "type": "supports", "note": "The practical separation is an editorial inference from the standard's explicit boundary and should be adapted to the domain.", "locator": "Provenance versus truth" }, { "from": "item:MHC-D-RESEARCH-0427", "to": "source:RS-36D653DA482EBF19", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0427", "to": "source:RS-3271B136C6377DC1", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0427", "to": "claim:MHC-D-RESEARCH-0427:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-36D653DA482EBF19", "to": "claim:MHC-D-RESEARCH-0427:0.1.0:0", "type": "supports", "note": "The practical separation is an editorial inference from the standard's explicit boundary and should be adapted to the domain.", "locator": "Provenance versus truth" }, { "from": "item:MHC-D-RESEARCH-0427", "to": "claim:MHC-D-RESEARCH-0427:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-3271B136C6377DC1", "to": "claim:MHC-D-RESEARCH-0427:0.1.0:1", "type": "supports", "note": "A complete semantic data-lineage system may need domain-specific transformations beyond media-oriented C2PA assertions.", "locator": "Assertions, actions and ingredients" }, { "from": "item:MHC-D-RESEARCH-0428", "to": 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"claim:MHC-D-RESEARCH-0789:0.1.0:1", "type": "supports", "note": "A prototype reduces selected uncertainties; it does not prove production reliability, security, accessibility or scalability unless those properties are explicitly tested.", "locator": "When to use prototypes; Using code prototypes" }, { "from": "item:MHC-D-RESEARCH-0507", "to": "source:RS-1356932559D1592D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0507", "to": "claim:MHC-D-RESEARCH-0507:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1356932559D1592D", "to": "claim:MHC-D-RESEARCH-0507:0.1.0:0", "type": "supports", "note": "This is designed for sensitive review searches; ordinary research may accept lower recall for speed.", "locator": "Key points and search strategy structure" }, { "from": "item:MHC-D-RESEARCH-0508", "to": "source:RS-1356932559D1592D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0508", "to": "claim:MHC-D-RESEARCH-0508:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1356932559D1592D", "to": "claim:MHC-D-RESEARCH-0508:0.1.0:0", "type": "supports", "note": "Controlled vocabulary differs by database and may lag emerging terminology.", "locator": "Controlled vocabulary and text words" }, { "from": "item:MHC-D-RESEARCH-0509", "to": "source:RS-3CA92BF39EA053B4", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0509", "to": "claim:MHC-D-RESEARCH-0509:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3CA92BF39EA053B4", "to": "claim:MHC-D-RESEARCH-0509:0.1.0:0", "type": "supports", "note": "No finite validation proves complete recall.", "locator": "Search validation checks" }, { "from": "item:MHC-D-RESEARCH-0510", "to": "source:RS-58E7CC33EB856484", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0510", "to": "claim:MHC-D-RESEARCH-0510:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-58E7CC33EB856484", "to": "claim:MHC-D-RESEARCH-0510:0.1.0:0", "type": "supports", "note": "Citation searching alone is not recommended when completeness of recall is the goal.", "locator": "Recommendations 2-4" }, { "from": "item:MHC-D-RESEARCH-0511", "to": "source:RS-58E7CC33EB856484", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0511", "to": "claim:MHC-D-RESEARCH-0511:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-58E7CC33EB856484", "to": "claim:MHC-D-RESEARCH-0511:0.1.0:0", "type": "supports", "note": "Citation searching alone is not recommended when completeness of recall is the goal.", "locator": "Recommendations 2-4" }, { "from": "item:MHC-D-RESEARCH-0512", "to": "source:RS-58E7CC33EB856484", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0512", "to": "source:RS-1356932559D1592D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0512", "to": "claim:MHC-D-RESEARCH-0512:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-58E7CC33EB856484", "to": "claim:MHC-D-RESEARCH-0512:0.1.0:0", "type": "supports", "note": "Iteration adds workload and needs a stopping 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"source:RS-1356932559D1592D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0514", "to": "claim:MHC-D-RESEARCH-0514:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-3AD07AB0A8C89C5B", "to": "claim:MHC-D-RESEARCH-0514:0.1.0:0", "type": "supports", "note": "Full PRISMA-S reporting is designed for systematic reviews, not every quick workplace lookup.", "locator": "Background and reporting checklist" }, { "from": "item:MHC-D-RESEARCH-0514", "to": "claim:MHC-D-RESEARCH-0514:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-1356932559D1592D", "to": "claim:MHC-D-RESEARCH-0514:0.1.0:1", "type": "supports", "note": "The amount of documentation should match the stakes and need for later replay.", "locator": "Documenting and reporting the search process" }, { "from": "item:MHC-D-RESEARCH-0515", "to": "source:RS-8F4C4508DD81680B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0515", "to": "claim:MHC-D-RESEARCH-0515:0.1.0:0", "type": "contains_claim" }, { 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"claim:MHC-D-RESEARCH-0517:0.1.0:0", "type": "supports", "note": "The exact workflow is intended for literature reviews and can be simplified for bounded research.", "locator": "Four sequenced and prioritized stages" }, { "from": "item:MHC-D-RESEARCH-0518", "to": "source:RS-1356932559D1592D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0518", "to": "claim:MHC-D-RESEARCH-0518:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1356932559D1592D", "to": "claim:MHC-D-RESEARCH-0518:0.1.0:0", "type": "supports", "note": "Stopping rules differ between formal completeness-oriented reviews and practical decision research.", "locator": "When to stop searching" }, { "from": "item:MHC-D-RESEARCH-0343", "to": "source:RS-5D6BA8DCC62D671F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0343", "to": "claim:MHC-D-RESEARCH-0343:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-5D6BA8DCC62D671F", "to": "claim:MHC-D-RESEARCH-0343:0.1.0:0", "type": "supports", "note": 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failure by itself.", "locator": "Retry scenarios where the response is lost" }, { "from": "item:MHC-D-RESEARCH-0350", "to": "source:RS-5D6BA8DCC62D671F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0350", "to": "claim:MHC-D-RESEARCH-0350:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-5D6BA8DCC62D671F", "to": "claim:MHC-D-RESEARCH-0350:0.1.0:0", "type": "supports", "note": "Reconciliation only catches differences represented by the comparison logic; missing invariants remain missing.", "locator": "Verification of canary or preproduction environment" }, { "from": "item:MHC-D-RESEARCH-0351", "to": "source:RS-5D6BA8DCC62D671F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0351", "to": "claim:MHC-D-RESEARCH-0351:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-5D6BA8DCC62D671F", "to": "claim:MHC-D-RESEARCH-0351:0.1.0:0", "type": "supports", "note": "Validation rules must encode the invariants that actually matter; a passing schema check can still permit a semantically wrong change.", "locator": "Two-Phase Mutations" }, { "from": "item:MHC-D-RESEARCH-0352", "to": "source:RS-0B17D9040762A762", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0352", "to": "claim:MHC-D-RESEARCH-0352:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-0B17D9040762A762", "to": "claim:MHC-D-RESEARCH-0352:0.1.0:0", "type": "supports", "note": "Smaller changes can still be high risk if they alter a critical invariant or irreversible state.", "locator": "Reduce the potential impact by making the change smaller" }, { "from": "item:MHC-D-RESEARCH-0353", "to": "source:RS-948FC7FCF8F1FE56", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0353", "to": "claim:MHC-D-RESEARCH-0353:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-948FC7FCF8F1FE56", "to": "claim:MHC-D-RESEARCH-0353:0.1.0:0", "type": "supports", "note": "Required observation time depends on traffic, delayed jobs and the failure modes that matter.", "locator": "Common anti-patterns" }, { "from": "item:MHC-D-RESEARCH-0354", "to": "source:RS-2DF67D7590E081DA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0354", "to": "claim:MHC-D-RESEARCH-0354:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-2DF67D7590E081DA", "to": "claim:MHC-D-RESEARCH-0354:0.1.0:0", "type": "supports", "note": "Centralization can create its own failure domain; configuration systems still need redundancy and access control.", "locator": "Desired outcome; configuration versioning and validation" }, { "from": "item:MHC-D-RESEARCH-0355", "to": "source:RS-2DF67D7590E081DA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0355", "to": "claim:MHC-D-RESEARCH-0355:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-2DF67D7590E081DA", "to": "claim:MHC-D-RESEARCH-0355:0.1.0:0", "type": "supports", "note": "Not every difference is harmful drift; approved experiments and staged rollouts must remain distinguishable from unintended divergence.", "locator": "Drift detection" }, { "from": "item:MHC-D-RESEARCH-0356", "to": "source:RS-5D6BA8DCC62D671F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0356", "to": "claim:MHC-D-RESEARCH-0356:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-5D6BA8DCC62D671F", "to": "claim:MHC-D-RESEARCH-0356:0.1.0:0", "type": "supports", "note": "A no-write path may not exercise all write-side constraints, triggers or downstream effects.", "locator": "Canarying data pipelines; two-phase mutation" }, { "from": "item:MHC-D-RESEARCH-0357", "to": "source:RS-1877C4E72975A9D2", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0357", "to": "claim:MHC-D-RESEARCH-0357:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-1877C4E72975A9D2", "to": "claim:MHC-D-RESEARCH-0357:0.1.0:0", "type": "supports", "note": "Automatic rollback needs carefully chosen signals; a false alarm can itself create disruption.", "locator": "Pre-defined conditions and automated rollback" }, { "from": "item:MHC-D-RESEARCH-9001", "to": "source:RS-05CB28C0C7CF56B3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9001", "to": "source:RS-5186856F4197D3A4", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9001", "to": "claim:MHC-D-RESEARCH-9001:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-05CB28C0C7CF56B3", "to": "claim:MHC-D-RESEARCH-9001:0.1.0:0", "type": "supports", "note": "The literature was heterogeneous and much of the context was military training; this does not validate every adaptive-learning product.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9001", "to": "claim:MHC-D-RESEARCH-9001:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-5186856F4197D3A4", "to": "claim:MHC-D-RESEARCH-9001:0.1.0:1", "type": "limits", "note": "The result argues against an hours-only expertise claim; it does not show that structured practice is useless.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9002", "to": "source:RS-5186856F4197D3A4", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9002", "to": "source:RS-05CB28C0C7CF56B3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9002", "to": "claim:MHC-D-RESEARCH-9002:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-5186856F4197D3A4", "to": "claim:MHC-D-RESEARCH-9002:0.1.0:0", "type": "limits", "note": "The result argues against an hours-only expertise claim; it does not show that structured practice is useless.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9002", "to": "claim:MHC-D-RESEARCH-9002:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-05CB28C0C7CF56B3", "to": "claim:MHC-D-RESEARCH-9002:0.1.0:1", "type": "supports", "note": "The literature was heterogeneous and much of the context was military training; this does not validate every adaptive-learning product.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9003", "to": "source:RS-05CB28C0C7CF56B3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9003", 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"source:RS-E513C017FE872312", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0441", "to": "source:RS-DF32BFA687B67ACD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0441", "to": "claim:MHC-D-RESEARCH-0441:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-E513C017FE872312", "to": "claim:MHC-D-RESEARCH-0441:0.1.0:0", "type": "supports", "note": "A principle is a prompt for concept generation; feasibility and effectiveness still require engineering or domain validation.", "locator": "Purpose of the 40 Principles" }, { "from": "item:MHC-D-RESEARCH-0441", "to": "claim:MHC-D-RESEARCH-0441:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-DF32BFA687B67ACD", "to": "claim:MHC-D-RESEARCH-0441:0.1.0:1", "type": "supports", "note": "This is the review authors' synthesis of heterogeneous literature, not a controlled head-to-head trial of tools.", "locator": "Abstract conclusion" }, { "from": "item:MHC-D-RESEARCH-0442", "to": "source:RS-B6204CD2E988879F", "type": 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}, { "from": "item:MHC-D-RESEARCH-0971", "to": "claim:MHC-D-RESEARCH-0971:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-BB2489EEC3B17FAA", "to": "claim:MHC-D-RESEARCH-0971:0.1.0:0", "type": "supports", "note": "A first failing version is an investigation lead, not proof of a complete root cause.", "locator": "Description; Bisect skip" }, { "from": "item:MHC-D-RESEARCH-0972", "to": "source:RS-C7E43CE158CCDA2E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0972", "to": "claim:MHC-D-RESEARCH-0972:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-C7E43CE158CCDA2E", "to": "claim:MHC-D-RESEARCH-0972:0.1.0:0", "type": "supports", "note": "The same-object boundary table is an authored application; transformations must be judged against their intended contracts.", "locator": "Divide and conquer" }, { "from": "item:MHC-D-RESEARCH-0973", "to": "source:RS-B476D6C7D31BC624", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0973", "to": 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"contains_claim" }, { "from": "source:RS-ABFC60C5149B88E0", "to": "claim:MHC-D-RESEARCH-0975:0.1.0:0", "type": "supports", "note": "Reconciliation requires an authoritative receiver view and enough identity information to distinguish this operation from another.", "locator": "Retrying and side effects" }, { "from": "item:MHC-D-RESEARCH-0976", "to": "source:RS-665898252AE611BF", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0976", "to": "claim:MHC-D-RESEARCH-0976:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-665898252AE611BF", "to": "claim:MHC-D-RESEARCH-0976:0.1.0:0", "type": "supports", "note": "Adding a token to an arbitrary request has no protective effect unless the receiver implements the corresponding contract.", "locator": "Client tokens; Types of idempotency" }, { "from": "item:MHC-D-RESEARCH-0977", "to": "source:RS-8500D155C07EFEF9", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0977", "to": "claim:MHC-D-RESEARCH-0977:0.1.0:0", "type": 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one-direction difference cannot also identify unexpected target rows; distinct-set comparisons can hide repeated occurrences.", "locator": "Section 7.4" }, { "from": "item:MHC-D-RESEARCH-0982", "to": "source:RS-4FB38C20FE966683", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0982", "to": "claim:MHC-D-RESEARCH-0982:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-4FB38C20FE966683", "to": "claim:MHC-D-RESEARCH-0982:0.1.0:0", "type": "supports", "note": "This is one interface contract, not a universal interpretation of empty spreadsheet cells or null values.", "locator": "Sections 1 and 2" }, { "from": "item:MHC-D-RESEARCH-0983", "to": "source:RS-0C3759023DCB78E8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0983", "to": "claim:MHC-D-RESEARCH-0983:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-0C3759023DCB78E8", "to": "claim:MHC-D-RESEARCH-0983:0.1.0:0", "type": "supports", "note": "Compatible physical dimensions do not establish matching business 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"Abstract" }, { "from": "item:MHC-D-RESEARCH-1018", "to": "source:RS-8BE76235212AA74D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1018", "to": "claim:MHC-D-RESEARCH-1018:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-8BE76235212AA74D", "to": "claim:MHC-D-RESEARCH-1018:0.1.0:0", "type": "supports", "note": "Benefits in novice negotiation tasks do not establish identical effects for every subject or every pair of examples.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-1019", "to": "source:RS-BBF8FB144386A55F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-1019", "to": "claim:MHC-D-RESEARCH-1019:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-BBF8FB144386A55F", "to": "claim:MHC-D-RESEARCH-1019:0.1.0:0", "type": "supports", "note": "The findings concern designed training conditions, not making avoidable errors in live work or withholding needed instruction.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9190", "to": 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The average effect does not imply that any two examples placed side by side will improve durable transfer.", "locator": "Abstract; moderator results" }, { "from": "item:MHC-D-RESEARCH-9221", "to": "claim:MHC-D-RESEARCH-9221:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-99ECA67AAA938693898D", "to": "claim:MHC-D-RESEARCH-9221:0.2.0:1", "type": "supports", "note": "These experiments used negotiation learning and do not establish the same benefit for every domain, level of expertise or kind of example.", "locator": "Abstract; three-study summary" }, { "from": "item:MHC-D-RESEARCH-9221", "to": "claim:MHC-D-RESEARCH-9221:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-4D769C1DFDDD66E58253", "to": "claim:MHC-D-RESEARCH-9221:0.2.0:2", "type": "contextualizes", "note": "The review synthesizes a broad literature and does not directly test the editorial workflow in this card.", "locator": "Abstract; educational applications discussion" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "source:RS-5FFF4E5CE8ED18B6C9D1", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "source:RS-1BB824C5534FF98E1FF6", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "source:RS-225E1B484E87E080A82B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "source:RS-5903DDC50BC85621F14D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-5FFF4E5CE8ED18B6C9D1", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:0", "type": "supports", "note": "The synthesis pooled varied tasks, domains and comparison conditions. The average effect does not imply that any two cases placed side by side will improve learning.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-1BB824C5534FF98E1FF6", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:1", "type": "supports", "note": "The experiments taught one spatial geoscience concept. They support close contrasts as a discrimination tool but do not establish that maximum similarity is always desirable.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-225E1B484E87E080A82B", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:2", "type": "supports", "note": "The experiments used small single-case samples, mostly visual or arbitrary concepts, and a specific differential-reinforcement procedure. They do not show that near-miss examples are best for every kind of concept.", "locator": "Abstract; General Discussion" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-225E1B484E87E080A82B", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:3", "type": "limits", "note": "The size and importance of the added practice cost varied across experiments and participants.", "locator": "General Discussion" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:4", "type": "contains_claim" }, { "from": "source:RS-5903DDC50BC85621F14D", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:4", "type": "supports", "note": "Experiment 1 had five completers learning arbitrary visual concepts. Matching is therefore a promising efficiency tactic, not an established universal design rule.", "locator": "Abstract; Experiment 1; General Discussion" }, { "from": "item:MHC-D-RESEARCH-9208", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:5", "type": "contains_claim" }, { "from": "source:RS-5903DDC50BC85621F14D", "to": "claim:MHC-D-RESEARCH-9208:0.2.0:5", "type": "contextualizes", "note": "This result concerns the study's arbitrary visual concepts and reinforcement-based procedure. Rule instruction and other learning formats can work differently.", "locator": "Experiment 2; General Discussion" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "source:RS-26413FC076F9660F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "source:RS-5424CBB5A9D6D10556A7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "source:RS-78526351F9550FD84B1E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "source:RS-91B54903D690A210", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "source:RS-0B1BCDC8293AA9E02729", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:0", "type": "contains_claim" }, { "from": "source:RS-26413FC076F9660F", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:0", "type": "supports", "note": "The literature combines prospective and retrospective memory tasks and heterogeneous offloading methods. A laboratory performance advantage does not by itself identify when an individual should set a real-world reminder.", "locator": "Abstract; sensitivity-analysis notes" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:1", "type": "contains_claim" }, { "from": "source:RS-5424CBB5A9D6D10556A7", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:1", "type": "supports", "note": "Participants used their own devices via Prolific. Absolute-bias analyses were not preregistered, and the reminder-bias omnibus test in Experiment 2 was nonsignificant despite positive contrast and pairwise tests. Effects on everyday reminders, longer delays or different tasks remain untested.", "locator": "Experiments 1 and 2: Participants; Experiment 2: Data analysis, metacognitive-bias and reminder-bias Results and Discussion; Practical implications" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:2", "type": "contains_claim" }, { "from": "source:RS-78526351F9550FD84B1E", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:2", "type": "supports", "note": "Participants remembered key presses over 10-30 second delays while doing a two-back task. This supports the mechanism, not a precise rule for hours-, days- or weeks-long real-life intentions.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:3", "type": "contains_claim" }, { "from": "source:RS-91B54903D690A210", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:3", "type": "limits", "note": "The review concerns retrospective information and does not imply that every important fact should be duplicated internally. Reliability requirements depend on the task and consequences of losing the external aid.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9231", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:4", "type": "contains_claim" }, { "from": "source:RS-0B1BCDC8293AA9E02729", "to": "claim:MHC-D-RESEARCH-9231:0.3.0:4", "type": "limits", "note": "The experiments used a visual pattern-copy task. They support separating execution reliability from learning goals, not a blanket claim that external tools damage memory.", "locator": "Abstract; General discussion" }, { "from": "item:MHC-D-RESEARCH-9241", "to": "source:RS-A51567BF029A7A171FC3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9241", "to": "source:RS-CEDFDEF42159A44AB9CA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9241", "to": "claim:MHC-D-RESEARCH-9241:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-A51567BF029A7A171FC3", "to": "claim:MHC-D-RESEARCH-9241:0.1.0:0", "type": "limits", "note": "Retraction status is evidence about whether the original paper should support a claim; it does not by itself show that deadlines are ineffective in other settings.", "locator": "Current SAGE article landing page" }, { "from": "item:MHC-D-RESEARCH-9241", "to": "claim:MHC-D-RESEARCH-9241:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-CEDFDEF42159A44AB9CA", "to": "claim:MHC-D-RESEARCH-9241:0.1.0:1", "type": "supports", "note": "The main study involved 124 adults in one university proofreading task, with a similar supplemental replication of 120 participants; it does not establish that deadlines never help coordination or performance.", "locator": "Abstract, Table 1 and General Discussion" }, { "from": "item:MHC-D-RESEARCH-9242", "to": "source:RS-CEDFDEF42159A44AB9CA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9242", "to": "claim:MHC-D-RESEARCH-9242:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-CEDFDEF42159A44AB9CA", "to": "claim:MHC-D-RESEARCH-9242:0.2.0:0", "type": "supports", "note": "Choosing a commitment may still have subjective or context-specific value; this result shows that demand for a constraint and demonstrated performance benefit are different questions.", "locator": "Main-study Results: self-imposed deadline choices and performance metrics" }, { "from": "item:MHC-D-RESEARCH-9243", "to": "source:RS-CB8F5B3A4BC58DDA2B6A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9243", "to": "claim:MHC-D-RESEARCH-9243:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-CB8F5B3A4BC58DDA2B6A", "to": "claim:MHC-D-RESEARCH-9243:0.2.0:0", "type": "supports", "note": "The outcome was gym attendance, not general productivity or workout quality, and parts of the no-audiobook comparison used weighted quasi-experimental controls.", "locator": "Abstract and General Discussion" }, { "from": "item:MHC-D-RESEARCH-9243", "to": "claim:MHC-D-RESEARCH-9243:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-CB8F5B3A4BC58DDA2B6A", "to": "claim:MHC-D-RESEARCH-9243:0.2.0:1", "type": "supports", "note": "The design cannot establish one universal mechanism or show that an entertainment bundle improves every delayed-reward behavior.", "locator": "Study 1A results and discussion" }, { "from": "item:MHC-D-RESEARCH-9244", "to": "source:RS-CEDFDEF42159A44AB9CA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9244", "to": "source:RS-CB8F5B3A4BC58DDA2B6A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9244", "to": "claim:MHC-D-RESEARCH-9244:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-CEDFDEF42159A44AB9CA", "to": "claim:MHC-D-RESEARCH-9244:0.2.0:0", "type": "supports", "note": "The main study involved 124 adults in one university proofreading task, with a similar supplemental replication of 120 participants; it does not establish that deadlines never help coordination or performance.", "locator": "Abstract, Table 1 and General Discussion" }, { "from": "item:MHC-D-RESEARCH-9244", "to": "claim:MHC-D-RESEARCH-9244:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-CEDFDEF42159A44AB9CA", "to": "claim:MHC-D-RESEARCH-9244:0.2.0:1", "type": "supports", "note": "Choosing a commitment may still have subjective or context-specific value; this result shows that demand for a constraint and demonstrated performance benefit are different questions.", "locator": "Main-study Results: self-imposed deadline choices and performance metrics" }, { "from": "item:MHC-D-RESEARCH-9244", "to": "claim:MHC-D-RESEARCH-9244:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-CB8F5B3A4BC58DDA2B6A", "to": "claim:MHC-D-RESEARCH-9244:0.2.0:2", "type": "supports", "note": "The outcome was gym attendance, not general productivity or workout quality, and parts of the no-audiobook comparison used weighted quasi-experimental controls.", "locator": "Abstract and General Discussion" }, { "from": "item:MHC-D-RESEARCH-9244", "to": "claim:MHC-D-RESEARCH-9244:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-CB8F5B3A4BC58DDA2B6A", "to": "claim:MHC-D-RESEARCH-9244:0.2.0:3", "type": "supports", "note": "The design cannot establish one universal mechanism or show that an entertainment bundle improves every delayed-reward behavior.", "locator": "Study 1A results and discussion" }, { "from": "item:MHC-D-RESEARCH-9207", "to": "source:RS-5999A74456809DC100ED", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9207", "to": "source:RS-C9FEFE5D04CBA9CC8DB8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9207", "to": "claim:MHC-D-RESEARCH-9207:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-5999A74456809DC100ED", "to": "claim:MHC-D-RESEARCH-9207:0.2.0:0", "type": "supports", "note": "These are averages across varied domains, map formats and comparison conditions. The moderator result does not prove that constructing a map is superior for every learner, task or outcome.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9207", "to": "claim:MHC-D-RESEARCH-9207:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-C9FEFE5D04CBA9CC8DB8", "to": "claim:MHC-D-RESEARCH-9207:0.2.0:1", "type": "supports", "note": "The evidence concerns elementary and secondary science learning. It supports concept mapping as a learning tool, not a guaranteed productivity or professional-performance intervention.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9214", "to": "source:RS-B6899DC59BA848E3D529", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9214", "to": "source:RS-F163702FA75C3C3AF171", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9214", "to": "source:RS-96BB085B120882B4591B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9214", "to": "claim:MHC-D-RESEARCH-9214:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-B6899DC59BA848E3D529", "to": "claim:MHC-D-RESEARCH-9214:0.2.0:0", "type": "supports", "note": "The studies used particular disagreement topics and samples, many involving university populations in the United States; they do not show that live speech is preferable in every workplace, culture or high-stakes dispute.", "locator": "Abstract and Studies 1–4" }, { "from": "item:MHC-D-RESEARCH-9214", "to": "claim:MHC-D-RESEARCH-9214:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-B6899DC59BA848E3D529", "to": "claim:MHC-D-RESEARCH-9214:0.2.0:1", "type": "supports", "note": "The mediation accounted for only part of the medium effect and does not establish that copying isolated phrases reproduces the benefits of an actual spoken interaction.", "locator": "Study 5 language analyses" }, { "from": "item:MHC-D-RESEARCH-9214", "to": "claim:MHC-D-RESEARCH-9214:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-F163702FA75C3C3AF171", "to": "claim:MHC-D-RESEARCH-9214:0.2.0:2", "type": "supports", "note": "The work concerns perceived receptiveness and relational outcomes; receptive language is not a substitute for evidence, accountability or genuine willingness to consider the other view.", "locator": "Abstract; Studies 2–4" }, { "from": "item:MHC-D-RESEARCH-9214", "to": "claim:MHC-D-RESEARCH-9214:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-96BB085B120882B4591B", "to": "claim:MHC-D-RESEARCH-9214:0.2.0:3", "type": "contextualizes", "note": "This is a perception effect, not proof that every accusation of poor listening is mistaken; actual listening quality can also be low.", "locator": "Abstract and General Discussion" }, { "from": "item:MHC-D-RESEARCH-9215", "to": "source:RS-6BB3DA085AF8F4582AB6", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9215", "to": "claim:MHC-D-RESEARCH-9215:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-6BB3DA085AF8F4582AB6", "to": "claim:MHC-D-RESEARCH-9215:0.2.0:0", "type": "supports", "note": "The average effect does not tell you how strongly one specific default will influence one specific person or context.", "locator": "Abstract and General discussion" }, { "from": "item:MHC-D-RESEARCH-9215", "to": "claim:MHC-D-RESEARCH-9215:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-6BB3DA085AF8F4582AB6", "to": "claim:MHC-D-RESEARCH-9215:0.2.0:1", "type": "supports", "note": "The identified moderators explain only part of the heterogeneity and should not be used as a deterministic model of individual choice.", "locator": "Moderator analyses and General discussion" }, { "from": "item:MHC-D-RESEARCH-9216", "to": "source:RS-952B74ACA0E064D3EA14", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9216", "to": "source:RS-D09F4B11869DC485DF27", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9216", "to": "claim:MHC-D-RESEARCH-9216:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-952B74ACA0E064D3EA14", "to": "claim:MHC-D-RESEARCH-9216:0.1.0:0", "type": "supports", "note": "Active choice also imposes attention and decision costs; it is not automatically better for simple, low-risk or strongly preference-aligned decisions.", "locator": "Abstract, ethical design taxonomy and conclusions" }, { "from": "item:MHC-D-RESEARCH-9216", "to": "claim:MHC-D-RESEARCH-9216:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-D09F4B11869DC485DF27", "to": "claim:MHC-D-RESEARCH-9216:0.1.0:1", "type": "supports", "note": "Only two included studies were field studies and 88% of effects involved defaults, which sharply limits generalization to other nudge types and real-world settings.", "locator": "Abstract and repository summary" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "source:RS-E8B7C46B64EE07CFEA8A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "source:RS-125E0346C0D132243F20", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "source:RS-2C7083177D5351ADE8BE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "source:RS-2C3BAD053DF50EFF94DE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "source:RS-ED3067EDADADDDF9A25A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-E8B7C46B64EE07CFEA8A", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:0", "type": "supports", "note": "The synthesis spans different definitions, settings, outcomes, and study designs; association with mentoring should not be read as a universal causal career advantage.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-125E0346C0D132243F20", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:1", "type": "supports", "note": "The authors note that the literature was dominated by cross-sectional designs and single-source data, so the correlations do not prove that increasing a particular mentoring function causes the associated outcome.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-2C7083177D5351ADE8BE", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:2", "type": "contextualizes", "note": "The review organizes a developing research field; the developmental-network perspective is not evidence that simply increasing network size improves career outcomes.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-2C3BAD053DF50EFF94DE", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:3", "type": "supports", "note": "This was an observational study in one profession, not a randomized intervention; broader networks may partly reflect prior opportunity, performance, or other unmeasured differences.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9212", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:4", "type": "contains_claim" }, { "from": "source:RS-ED3067EDADADDDF9A25A", "to": "claim:MHC-D-RESEARCH-9212:0.2.0:4", "type": "limits", "note": "The review is a critical synthesis rather than a meta-analysis of one standardized mentoring intervention.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9229", "to": "source:RS-61A3D98B798D5A161CF7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9229", "to": "source:RS-AD9D3DA19AF391B5A58A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9229", "to": "source:RS-4EF7213C003049BC818A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9229", "to": "source:RS-3C08F632357356DC17F0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9229", "to": "claim:MHC-D-RESEARCH-9229:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-61A3D98B798D5A161CF7", "to": "claim:MHC-D-RESEARCH-9229:0.2.0:0", "type": "supports", "note": "The synthesis is from 2008, effects varied substantially, and the estimates do not show that deliberately increasing error rate is universally beneficial.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9229", "to": "claim:MHC-D-RESEARCH-9229:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-AD9D3DA19AF391B5A58A", "to": "claim:MHC-D-RESEARCH-9229:0.2.0:1", "type": "limits", "note": "The simulated air-traffic-control task and observed individual-difference interactions limit broad generalization; the result specifically weakens a simple claim that encouragement to err is the active ingredient.", "locator": "Abstract: method, results and conclusion" }, { "from": "item:MHC-D-RESEARCH-9229", "to": "claim:MHC-D-RESEARCH-9229:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-4EF7213C003049BC818A", "to": "claim:MHC-D-RESEARCH-9229:0.2.0:2", "type": "supports", "note": "Only 56 participants completed the study, the domain was medical ultrasound, and the between-group diagnostic-accuracy difference did not reach conventional statistical significance.", "locator": "Abstract: methods and results" }, { "from": "item:MHC-D-RESEARCH-9229", "to": "claim:MHC-D-RESEARCH-9229:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-3C08F632357356DC17F0", "to": "claim:MHC-D-RESEARCH-9229:0.2.0:3", "type": "contextualizes", "note": "The review does not test this specific protocol and does not supply an optimal error rate or challenge level.", "locator": "Abstract and conclusions" }, { "from": "item:MHC-D-RESEARCH-9213", "to": "source:RS-0514AE53640C01E324CB", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9213", "to": "source:RS-EB1F3CC10C32E6A5FF73", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9213", "to": "source:RS-68C79EDD9EF26D61EA2A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9213", "to": "source:RS-48C93F0038BB55092ADE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9213", "to": "claim:MHC-D-RESEARCH-9213:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-0514AE53640C01E324CB", "to": "claim:MHC-D-RESEARCH-9213:0.2.0:0", "type": "supports", "note": "The synthesis combines heterogeneous escalation settings; it should not be read as a single effect size that transfers unchanged to every project or personal decision.", "locator": "Abstract and meta-analytic overview" }, { "from": "item:MHC-D-RESEARCH-9213", "to": "claim:MHC-D-RESEARCH-9213:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-EB1F3CC10C32E6A5FF73", "to": "claim:MHC-D-RESEARCH-9213:0.2.0:1", "type": "supports", "note": "The work is foundational but old, and several studies used hypothetical scenarios; it demonstrates a tendency, not that every continuation decision influenced by prior investment is irrational.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9213", "to": "claim:MHC-D-RESEARCH-9213:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-68C79EDD9EF26D61EA2A", "to": "claim:MHC-D-RESEARCH-9213:0.2.0:2", "type": "supports", "note": "The experiments do not establish that explicitly listing alternatives is sufficient to prevent escalation under organizational, political, contractual, or identity pressures.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9213", "to": "claim:MHC-D-RESEARCH-9213:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-48C93F0038BB55092ADE", "to": "claim:MHC-D-RESEARCH-9213:0.2.0:3", "type": "limits", "note": "These replications challenge specific proposed mechanisms; they do not show that escalation of commitment or sunk-cost effects never occur.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9204", "to": "source:RS-EEB3714ACCF92C074DDD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9204", "to": "source:RS-59102429888D01EAC1C2", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9204", "to": "source:RS-CA7B376E184603B1536C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9204", "to": "source:RS-04C0CCC1C961616E5B2D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9204", "to": "claim:MHC-D-RESEARCH-9204:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-EEB3714ACCF92C074DDD", "to": "claim:MHC-D-RESEARCH-9204:0.2.0:0", "type": "contextualizes", "note": "The meta-analysis does not show that seeking more feedback causes higher performance, and the usefulness of a tactic can depend on the source, task and social context.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9204", "to": "claim:MHC-D-RESEARCH-9204:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-59102429888D01EAC1C2", "to": "claim:MHC-D-RESEARCH-9204:0.2.0:1", "type": "supports", "note": "Heterogeneity was high, effects varied by cultural background and study design, and the evidence is largely correlational. The pooled estimates should not be read as a causal return from asking for feedback.", "locator": "Abstract and meta-analysis tables" }, { "from": "item:MHC-D-RESEARCH-9204", "to": "claim:MHC-D-RESEARCH-9204:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-CA7B376E184603B1536C", "to": "claim:MHC-D-RESEARCH-9204:0.2.0:2", "type": "limits", "note": "The review focuses on longitudinal organizational studies and does not test a specific wording or timing protocol for asking for feedback.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9204", "to": "claim:MHC-D-RESEARCH-9204:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-04C0CCC1C961616E5B2D", "to": "claim:MHC-D-RESEARCH-9204:0.2.0:3", "type": "supports", "note": "The studies establish an effect on the content and rated usefulness of developmental input, not on recipients' later task performance. They compare advice prompts with feedback prompts, not every possible form of well-designed task-specific feedback.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9205", "to": "source:RS-82127776D57A40E3445E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9205", "to": "source:RS-AAAFCE96ACE7783D82E2", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9205", "to": "claim:MHC-D-RESEARCH-9205:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-82127776D57A40E3445E", "to": "claim:MHC-D-RESEARCH-9205:0.2.0:0", "type": "limits", "note": "The evidence pools many tasks and feedback designs and predates modern workplace tools; it supports a boundary on feedback use rather than one universal delivery recipe.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9205", "to": "claim:MHC-D-RESEARCH-9205:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-AAAFCE96ACE7783D82E2", "to": "claim:MHC-D-RESEARCH-9205:0.2.0:1", "type": "supports", "note": "The studies used a work simulation and found weaker effects for some participant characteristics; the result does not establish that reflection after feedback will help every real-world task.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9187", "to": "source:RS-5B5B75E3D08A8096E81B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9187", "to": "claim:MHC-D-RESEARCH-9187:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-5B5B75E3D08A8096E81B", "to": "claim:MHC-D-RESEARCH-9187:0.2.0:0", "type": "supports", "note": "The review covered studies published through June 2023 and reported high heterogeneity, so the pooled estimate does not establish that a particular current workflow will underperform the stronger solo mode.", "locator": "Abstract and Overall levels of human-AI synergy" }, { "from": "item:MHC-D-RESEARCH-9188", "to": "source:RS-5512E42A86444868ED6F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9188", "to": "claim:MHC-D-RESEARCH-9188:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-5512E42A86444868ED6F", "to": "claim:MHC-D-RESEARCH-9188:0.2.0:0", "type": "supports", "note": "The study concerns one firm, occupation and AI assistant; the magnitude and distribution of gains may differ in other work.", "locator": "Abstract and Introduction" }, { "from": "item:MHC-D-RESEARCH-9188", "to": "claim:MHC-D-RESEARCH-9188:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-5512E42A86444868ED6F", "to": "claim:MHC-D-RESEARCH-9188:0.2.0:1", "type": "supports", "note": "Worker skill was measured within the studied support environment; the pattern should not be generalized to every expert or every AI system.", "locator": "Introduction, heterogeneity results and conclusion" }, { "from": "item:MHC-D-RESEARCH-9189", "to": "source:RS-5512E42A86444868ED6F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9189", "to": "claim:MHC-D-RESEARCH-9189:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-5512E42A86444868ED6F", "to": "claim:MHC-D-RESEARCH-9189:0.2.0:0", "type": "supports", "note": "The learning evidence is tied to a stable support domain with repeated interactions and does not show that AI automatically builds transferable expertise in open-ended knowledge work.", "locator": "Introduction, learning results and conclusion" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "source:RS-4AE7BD51148486B706BE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "source:RS-3793C1A41E1ED71E75D4", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "source:RS-0F5BF8A609B9AEFCA9AB", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "source:RS-C7768FDFFE6E36F97470", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "source:RS-50CC5239F8627621C7AA", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "source:RS-7C53804435B10E4EB8CF", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-4AE7BD51148486B706BE", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:0", "type": "supports", "note": "The synthesis is based on older brainstorming experiments and does not imply that group interaction is generally harmful or that nominal generation is best for evaluation, integration, coordination, or every digital format.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-3793C1A41E1ED71E75D4", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:1", "type": "supports", "note": "The studies concern competitive open-innovation contexts. Exposure to others' ideas can also stimulate useful combinations in other designs, so the practical recommendation is to protect a first pass rather than hide ideas throughout collaboration.", "locator": "Abstract; Studies 1–3" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-0F5BF8A609B9AEFCA9AB", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:2", "type": "limits", "note": "This finding comes from one older study and does not establish that facilitation always removes production loss; it is retained as a boundary against an absolute individual-first rule.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-C7768FDFFE6E36F97470", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:3", "type": "supports", "note": "The pooled effect was small and heterogeneous. Homogenisation is task-sensitive and should not be read as evidence that AI universally reduces useful creativity or that all AI-assisted workflows converge.", "locator": "Abstract; moderator analyses" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:4", "type": "contains_claim" }, { "from": "source:RS-50CC5239F8627621C7AA", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:4", "type": "supports", "note": "This is a recent preprint using one metaphor task and language-diversity design. It is directional evidence for sequencing, not a validated general protocol for workplace brainstorming.", "locator": "Abstract; methods and reported ideation-versus-refinement comparison" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:5", "type": "contains_claim" }, { "from": "source:RS-7C53804435B10E4EB8CF", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:5", "type": "supports", "note": "The quality measure and ideation domain were specific to low-cost products for college students. Strong average quality is a reason not to frame the evidence as an anti-AI rule.", "locator": "Studies 1–2; abstract; diversity analyses" }, { "from": "item:MHC-D-RESEARCH-9223", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:6", "type": "contains_claim" }, { "from": "source:RS-7C53804435B10E4EB8CF", "to": "claim:MHC-D-RESEARCH-9223:0.2.0:6", "type": "limits", "note": "Not every diversity intervention helped: independent one-idea sessions and repeated 'make it bolder' refinement performed poorly in this setting. Prompt effects and model rankings can change as systems evolve.", "locator": "Study 3; prompting and creative-agent results" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "source:RS-D198FC7569A35F40F70E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "source:RS-9C1E006FEE07CA8CD417", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "source:RS-B93BBDA5E53DE8C4AF08", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "source:RS-9FB3C252BA0C15638A65", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "source:RS-955D681587E7CA5B6A7B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-D198FC7569A35F40F70E", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:0", "type": "supports", "note": "These are pooled associations across heterogeneous risk-information studies, not causal effects of overload, anxiety or efficacy and not evidence for one universal anti-avoidance technique.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-9C1E006FEE07CA8CD417", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:1", "type": "supports", "note": "The experiments test a behavioral theory under controlled conditions. They do not show that anticipated bad news explains every delayed dashboard, feedback request, health result or financial check.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-B93BBDA5E53DE8C4AF08", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:2", "type": "supports", "note": "The causal result is health-specific and tests reflection on coping strategies, not the authored protocol of planning response branches before opening a result.", "locator": "PubMed abstract" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-9FB3C252BA0C15638A65", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:3", "type": "contextualizes", "note": "Privacy decisions combine information, incentives and preference uncertainty in a specific setting; the result does not establish that the same mechanism or remedy applies to ordinary workplace avoidance.", "locator": "Publisher abstract" }, { "from": "item:MHC-D-RESEARCH-9235", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:4", "type": "contains_claim" }, { "from": "source:RS-955D681587E7CA5B6A7B", "to": "claim:MHC-D-RESEARCH-9235:0.2.0:4", "type": "limits", "note": "The outcomes were proximal information-seeking and screening attitudes or intentions rather than verified screening behavior, and the findings do not support claiming a special universal benefit from efficacy-focused messaging.", "locator": "PubMed abstract" }, { "from": "item:MHC-D-RESEARCH-9238", "to": "source:RS-31AEC9CBE11CEFBC", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9238", "to": "source:RS-5BB845EB60077261168A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9238", "to": "source:RS-7E096D1A58C4E9637B05", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9238", "to": "source:RS-12CD6A949A4050BA7F7A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9238", "to": "claim:MHC-D-RESEARCH-9238:0.3.0:0", "type": "contains_claim" }, { "from": "source:RS-31AEC9CBE11CEFBC", "to": "claim:MHC-D-RESEARCH-9238:0.3.0:0", "type": "limits", "note": "The average spans different tasks, learners and implementations. It supports selective use of interleaving, not a rule to mix every kind of practice.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9238", "to": "claim:MHC-D-RESEARCH-9238:0.3.0:1", "type": "contains_claim" }, { "from": "source:RS-5BB845EB60077261168A", "to": "claim:MHC-D-RESEARCH-9238:0.3.0:1", "type": "supports", "note": "The study concerned Grade 7 mathematics, and interleaving also changes spacing and retrieval opportunities. The large effect should not be assumed for other domains or for the exact protocol in this card.", "locator": "Abstract and IES/WWC study records" }, { "from": "item:MHC-D-RESEARCH-9238", "to": "claim:MHC-D-RESEARCH-9238:0.3.0:2", "type": "contains_claim" }, { "from": "source:RS-7E096D1A58C4E9637B05", "to": "claim:MHC-D-RESEARCH-9238:0.3.0:2", "type": "contextualizes", "note": "The review focused on concept learning and short examples; it explicitly cautioned against generalizing the evidence to lengthy educational tasks.", "locator": "Abstract and discussion" }, { "from": "item:MHC-D-RESEARCH-9238", "to": "claim:MHC-D-RESEARCH-9238:0.3.0:3", "type": "contains_claim" }, { "from": "source:RS-12CD6A949A4050BA7F7A", "to": "claim:MHC-D-RESEARCH-9238:0.3.0:3", "type": "limits", "note": "This was one L2 vocabulary task in a specific novice population; it does not establish that blocked-first sequencing is optimal in every subject.", "locator": "Abstract, results and discussion" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "source:RS-8793BB8A13777FFFE8BF", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "source:RS-57DFFB9FAF75201708D7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "source:RS-CCF7BACB575A7AC618B5", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "source:RS-67F301077E4A45F793C7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "source:RS-0D6191EBC0DA829ED040", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-8793BB8A13777FFFE8BF", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:0", "type": "supports", "note": "The synthesis is dominated by observational associations and cannot establish that changing a job characteristic will cause better engagement or performance for a particular worker.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-57DFFB9FAF75201708D7", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:1", "type": "supports", "note": "The intervention evidence base was small and heterogeneous, and the results do not justify treating job crafting as a high-impact or universally effective intervention.", "locator": "Publisher abstract" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-CCF7BACB575A7AC618B5", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:2", "type": "supports", "note": "The model is cross-sectional, heterogeneity was high for many bivariate relationships, and the authors explicitly note that alternative mechanisms and the lack of strong causal evidence cannot be ruled out.", "locator": "Abstract and conclusion" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-67F301077E4A45F793C7", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:3", "type": "contextualizes", "note": "These are longitudinal associations rather than randomized intervention effects; reverse or reciprocal processes and unmeasured differences between workers and jobs can remain.", "locator": "Abstract and conclusion" }, { "from": "item:MHC-D-RESEARCH-9236", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:4", "type": "contains_claim" }, { "from": "source:RS-0D6191EBC0DA829ED040", "to": "claim:MHC-D-RESEARCH-9236:0.2.0:4", "type": "limits", "note": "One sample and two four-week lags do not overturn the wider literature, but the null longitudinal findings caution against assuming that every plausible job-crafting mechanism or outcome will appear reliably across settings and time scales.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9209", "to": "source:RS-57DFFB9FAF75201708D7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9209", "to": "source:RS-CCF7BACB575A7AC618B5", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9209", "to": "source:RS-67F301077E4A45F793C7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9209", "to": "source:RS-B3CD742C647C94437805", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9209", "to": "claim:MHC-D-RESEARCH-9209:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-57DFFB9FAF75201708D7", "to": "claim:MHC-D-RESEARCH-9209:0.2.0:0", "type": "supports", "note": "Fourteen eligible studies is a modest intervention evidence base, and the findings do not support promising that any particular job-crafting action will improve performance.", "locator": "Abstract: overall job crafting g = 0.26; work engagement g = 0.31; contextual performance g = 0.39; task-performance gain limited to a healthcare subgroup" }, { "from": "item:MHC-D-RESEARCH-9209", "to": "claim:MHC-D-RESEARCH-9209:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-CCF7BACB575A7AC618B5", "to": "claim:MHC-D-RESEARCH-9209:0.2.0:1", "type": "supports", "note": "The model is based on cross-sectional associations and supports a plausible mechanism, not a causal guarantee for an individual intervention.", "locator": "Abstract and practitioner points" }, { "from": "item:MHC-D-RESEARCH-9209", "to": "claim:MHC-D-RESEARCH-9209:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-67F301077E4A45F793C7", "to": "claim:MHC-D-RESEARCH-9209:0.2.0:2", "type": "contextualizes", "note": "Longitudinal association is stronger temporal evidence than cross-sectional correlation but still does not isolate the causal effect of a specific crafting behavior.", "locator": "Abstract and Conclusions" }, { "from": "item:MHC-D-RESEARCH-9209", "to": "claim:MHC-D-RESEARCH-9209:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-B3CD742C647C94437805", "to": "claim:MHC-D-RESEARCH-9209:0.2.0:3", "type": "limits", "note": "This is a broad research synthesis rather than an effect estimate for the protocol authored here.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9259", "to": "source:RS-2B29FF49F2C2117F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9259", "to": "source:RS-8C8F170C61D205BBBD1C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9259", "to": "source:RS-715CFBDEE77DE8C8E6AF", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9259", "to": "claim:MHC-D-RESEARCH-9259:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-2B29FF49F2C2117F", "to": "claim:MHC-D-RESEARCH-9259:0.2.0:0", "type": "supports", "note": "This pooled estimate covers heterogeneous intervention programs and populations. It should not be read as the expected effect of a self-directed checklist or of any one intervention component.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9259", "to": "claim:MHC-D-RESEARCH-9259:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-2B29FF49F2C2117F", "to": "claim:MHC-D-RESEARCH-9259:0.2.0:1", "type": "contextualizes", "note": "Component findings are study-level moderators, not clean randomized comparisons of each ingredient. 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Sections 4.4 and 5" }, { "from": "item:MHC-D-RESEARCH-9240", "to": "source:RS-88FC8E358C25929249B6", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9240", "to": "source:RS-CAB317ED5CFB0AE1F3E3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9240", "to": "source:RS-8566E0A5C9F8453DC27F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9240", "to": "claim:MHC-D-RESEARCH-9240:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-88FC8E358C25929249B6", "to": "claim:MHC-D-RESEARCH-9240:0.2.0:0", "type": "supports", "note": "The evidence base was largely correlational and 75% relied on self-reports, so these estimates do not show that listening causes equivalent improvements in a particular conversation or workplace.", "locator": "Abstract and results" }, { "from": "item:MHC-D-RESEARCH-9240", "to": "claim:MHC-D-RESEARCH-9240:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-CAB317ED5CFB0AE1F3E3", "to": "claim:MHC-D-RESEARCH-9240:0.2.0:1", "type": "limits", "note": "This was one contested policy domain with trained canvassers and a specific persuasive narrative; the null interaction should not be generalized to every relationship, message or form of persuasion.", "locator": "Abstract, significance statement and results" }, { "from": "item:MHC-D-RESEARCH-9240", "to": "claim:MHC-D-RESEARCH-9240:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-8566E0A5C9F8453DC27F", "to": "claim:MHC-D-RESEARCH-9240:0.2.0:2", "type": "contextualizes", "note": "The comparison tested a multi-session training package rather than a single listening move, used a waitlist rather than an active control, and came from a selected cross-national delegate population; it does not establish that listening reliably persuades.", "locator": "Publisher abstract" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "source:RS-668EDACADCD6532A8B61", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "source:RS-1A0EFEF3159062769F76", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "source:RS-45EE9C6103354AABB92D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "source:RS-097A3C0239BD2E420AEC", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "source:RS-5C5F6C8C5B980438709E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-668EDACADCD6532A8B61", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:0", "type": "supports", "note": "The studies were heterogeneous, many used controlled misinformation paradigms, and more detailed corrections did not eliminate misinformation persistence. The result does not establish a single optimal correction template.", "locator": "Abstract, moderator analysis and discussion" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-1A0EFEF3159062769F76", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:1", "type": "limits", "note": "The pooled continued-influence estimate spans varied tasks, topics and correction formats; it should not be read as a fixed probability that any corrected claim will persist.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-45EE9C6103354AABB92D", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:2", "type": "supports", "note": "This is a narrative review rather than a new pooled estimate, and improved factual accuracy should not be treated as proof that choices, identity commitments or behavior will change.", "locator": "PubMed abstract" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-097A3C0239BD2E420AEC", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:3", "type": "supports", "note": "The review does not imply that repeating a false claim is always useful. Unnecessary exposure can still spread an obscure claim, and effectiveness depends on source trust, attention, memory and context.", "locator": "PubMed abstract" }, { "from": "item:MHC-D-RESEARCH-9234", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:4", "type": "contains_claim" }, { "from": "source:RS-5C5F6C8C5B980438709E", "to": "claim:MHC-D-RESEARCH-9234:0.2.0:4", "type": "limits", "note": "These experiments used a continued-influence paradigm and do not show that every real-world correction needs scheduled repetition or that the same decay pattern occurs in workplace, health or political settings.", "locator": "Abstract; Experiments 1-2" }, { "from": "item:MHC-D-RESEARCH-9220", "to": "source:RS-97B5070AEA4C4F5C69F1", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9220", "to": "source:RS-A8D09820CDA9BA8AA8A6", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9220", "to": "claim:MHC-D-RESEARCH-9220:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-97B5070AEA4C4F5C69F1", "to": "claim:MHC-D-RESEARCH-9220:0.2.0:0", "type": "supports", "note": "These indicators describe adjustment dimensions and associated outcomes; they are not a diagnostic test or proof that improving any one dimension will cause a specific downstream result.", "locator": "Updated summary model and proximal-outcomes sections" }, { "from": "item:MHC-D-RESEARCH-9220", "to": "claim:MHC-D-RESEARCH-9220:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-97B5070AEA4C4F5C69F1", "to": "claim:MHC-D-RESEARCH-9220:0.2.0:1", "type": "supports", "note": "The path model synthesizes primarily correlational evidence and does not establish that deliberately increasing one indicator will produce the corresponding outcome.", "locator": "What Matters Most for Newcomer Organizational Socialization? and discussion of adjustment indicators" }, { "from": "item:MHC-D-RESEARCH-9220", "to": "claim:MHC-D-RESEARCH-9220:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-A8D09820CDA9BA8AA8A6", "to": "claim:MHC-D-RESEARCH-9220:0.2.0:2", "type": "supports", "note": "The included studies were heterogeneous and largely non-experimental, so the associations should guide hypotheses and behavior choices rather than promise effects.", "locator": "Abstract and meta-analytic results" }, { "from": "item:MHC-D-RESEARCH-9220", "to": "claim:MHC-D-RESEARCH-9220:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-97B5070AEA4C4F5C69F1", "to": "claim:MHC-D-RESEARCH-9220:0.2.0:3", "type": "contextualizes", "note": "Information seeking remains useful in some settings; the finding argues against treating more questions as a complete onboarding strategy, not against asking questions.", "locator": "Newcomer behaviors and What Matters Most sections" }, { "from": "item:MHC-D-RESEARCH-9228", "to": "source:RS-F9996991A518B7918CAD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9228", "to": "source:RS-105920F009D8BA9DCCEC", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9228", "to": "source:RS-6E96D7F179884154BDDD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9228", "to": "claim:MHC-D-RESEARCH-9228:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-F9996991A518B7918CAD", "to": "claim:MHC-D-RESEARCH-9228:0.2.0:0", "type": "supports", "note": "Does not establish equivalence for every learner or task.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9228", "to": "claim:MHC-D-RESEARCH-9228:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-105920F009D8BA9DCCEC", "to": "claim:MHC-D-RESEARCH-9228:0.2.0:1", "type": "supports", "note": "Economics-course evidence is not universal.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9228", "to": "claim:MHC-D-RESEARCH-9228:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-6E96D7F179884154BDDD", "to": "claim:MHC-D-RESEARCH-9228:0.2.0:2", "type": "limits", "note": "One lecture-style design does not overturn the broader synthesis.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9206", "to": "source:RS-AB40A10289755D49D0AE", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9206", "to": "source:RS-A8C6C93BEA3436189FC0", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9206", "to": "claim:MHC-D-RESEARCH-9206:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-AB40A10289755D49D0AE", "to": "claim:MHC-D-RESEARCH-9206:0.2.0:0", "type": "supports", "note": "The studies were educational and heterogeneous. The pooled result does not show that one peer-review script is universally better than well-designed self-review or expert feedback.", "locator": "Abstract; Overall Meta-analysis; Conclusion" }, { "from": "item:MHC-D-RESEARCH-9206", "to": "claim:MHC-D-RESEARCH-9206:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-A8C6C93BEA3436189FC0", "to": "claim:MHC-D-RESEARCH-9206:0.2.0:1", "type": "supports", "note": "This comparison is supported versus unsupported peer feedback. It does not establish one universally optimal rubric, script, question set or sentence starter.", "locator": "Abstract; Conclusion" }, { "from": "item:MHC-D-RESEARCH-9206", "to": "claim:MHC-D-RESEARCH-9206:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-A8C6C93BEA3436189FC0", "to": "claim:MHC-D-RESEARCH-9206:0.2.0:2", "type": "limits", "note": "Process quality and later knowledge are different outcomes. Better-structured peer feedback should not be described as proof of deeper subject mastery.", "locator": "Abstract; discussion of subject-matter-related knowledge" }, { "from": "item:MHC-D-RESEARCH-9217", "to": "source:RS-55F656663B5AB5786811", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9217", "to": "source:RS-ABDB2444AF2B9C04782D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9217", "to": "source:RS-C7C1589808372764E8B7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9217", "to": "claim:MHC-D-RESEARCH-9217:0.1.0:0", "type": "contains_claim" }, { "from": "source:RS-55F656663B5AB5786811", "to": "claim:MHC-D-RESEARCH-9217:0.1.0:0", "type": "limits", "note": "The studies covered specific accuracy tasks and do not imply that perspective taking has no social or empathic value outside accuracy judgments.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9217", "to": "claim:MHC-D-RESEARCH-9217:0.1.0:1", "type": "contains_claim" }, { "from": "source:RS-55F656663B5AB5786811", "to": "claim:MHC-D-RESEARCH-9217:0.1.0:1", "type": "supports", "note": "The direct-conversation finding was one experiment within the paper and does not establish that people always disclose complete or truthful information.", "locator": "Abstract; final experiment" }, { "from": "item:MHC-D-RESEARCH-9217", "to": "claim:MHC-D-RESEARCH-9217:0.1.0:2", "type": "contains_claim" }, { "from": "source:RS-ABDB2444AF2B9C04782D", "to": "claim:MHC-D-RESEARCH-9217:0.1.0:2", "type": "supports", "note": "Perspective getting did not improve accuracy in Study 1, and the experimental tasks and mostly student samples limit broad generalization.", "locator": "Abstract; Conclusion" }, { "from": "item:MHC-D-RESEARCH-9217", "to": "claim:MHC-D-RESEARCH-9217:0.1.0:3", "type": "contains_claim" }, { "from": "source:RS-C7C1589808372764E8B7", "to": "claim:MHC-D-RESEARCH-9217:0.1.0:3", "type": "limits", "note": "The review focused on dynamic behavioural and empathic-accuracy tasks and excluded close relationships, so its scope differs from ordinary workplace or relationship conversations.", "locator": "Abstract; Results and Discussion, thought strategies" }, { "from": "item:MHC-D-RESEARCH-9196", "to": "source:RS-4C2222C1F05D6656D644", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9196", "to": "source:RS-B9FBEBA551EF6E23B990", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9196", "to": "source:RS-A7DE37AB74A90AD6681C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9196", "to": "claim:MHC-D-RESEARCH-9196:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-4C2222C1F05D6656D644", "to": "claim:MHC-D-RESEARCH-9196:0.2.0:0", "type": "supports", "note": "Much of this evidence is observational or self-reported, so association should not be converted into a guaranteed causal effect.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9196", "to": "claim:MHC-D-RESEARCH-9196:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-B9FBEBA551EF6E23B990", "to": "claim:MHC-D-RESEARCH-9196:0.2.0:1", "type": "supports", "note": "The study involved dating couples and a two-month follow-up; it does not establish a universal response rule for every relationship or culture.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9196", "to": "claim:MHC-D-RESEARCH-9196:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-A7DE37AB74A90AD6681C", "to": "claim:MHC-D-RESEARCH-9196:0.2.0:2", "type": "supports", "note": "The outcomes are participants' perceptions and do not show that every relationship outcome improved.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9196", "to": "claim:MHC-D-RESEARCH-9196:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-A7DE37AB74A90AD6681C", "to": "claim:MHC-D-RESEARCH-9196:0.2.0:3", "type": "limits", "note": "A null result on these outcomes does not rule out narrower interpersonal benefits, but it blocks a broad claim that ACR training reliably improves relationship satisfaction.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9258", "to": "source:RS-C375BA89BF1175305A60", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9258", "to": "source:RS-CED48B052CFBB84B7543", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9258", "to": "claim:MHC-D-RESEARCH-9258:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-C375BA89BF1175305A60", "to": "claim:MHC-D-RESEARCH-9258:0.2.0:0", "type": "contextualizes", "note": "The studies selected people who wanted to reconnect and had usable contact information; the finding should not be generalized to relationships that ended because of conflict, harm or a deliberate boundary.", "locator": "Abstract; Studies 3-4; Discussion" }, { "from": "item:MHC-D-RESEARCH-9258", "to": "claim:MHC-D-RESEARCH-9258:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-C375BA89BF1175305A60", "to": "claim:MHC-D-RESEARCH-9258:0.2.0:1", "type": "supports", "note": "This is one preregistered experiment in a mostly young U.K. campus sample; replication across ages, cultures and relationship contexts is still needed.", "locator": "Study 7 procedure and results; N=194" }, { "from": "item:MHC-D-RESEARCH-9258", "to": "claim:MHC-D-RESEARCH-9258:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-C375BA89BF1175305A60", "to": "claim:MHC-D-RESEARCH-9258:0.2.0:2", "type": "limits", "note": "Null effects for these specific manipulations do not show that information, reassurance or reflection can never help; they show that those interventions were insufficient in the tested settings.", "locator": "Study 3 results; Study 4 and General Discussion" }, { "from": "item:MHC-D-RESEARCH-9258", "to": "claim:MHC-D-RESEARCH-9258:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-CED48B052CFBB84B7543", "to": "claim:MHC-D-RESEARCH-9258:0.2.0:3", "type": "contextualizes", "note": "Average underestimation does not imply that a particular person wants contact; prior boundaries, conflict and explicit requests not to contact take priority.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9202", "to": "source:RS-DA75D62FDCD7444D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9202", "to": "source:RS-53947DAB2693E854434B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9202", "to": "source:RS-9F663CF346D10F593CD1", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9202", "to": "claim:MHC-D-RESEARCH-9202:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-DA75D62FDCD7444D", "to": "claim:MHC-D-RESEARCH-9202:0.2.0:0", "type": "supports", "note": "The included tasks, subjects and prompt designs varied; the pooled effect does not imply that every explanation prompt helps every learning target.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9202", "to": "claim:MHC-D-RESEARCH-9202:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-53947DAB2693E854434B", "to": "claim:MHC-D-RESEARCH-9202:0.2.0:1", "type": "supports", "note": "These are aggregated results from digital learning settings and do not supply an individualized rule for a specific learner or subject.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9202", "to": "claim:MHC-D-RESEARCH-9202:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-9F663CF346D10F593CD1", "to": "claim:MHC-D-RESEARCH-9202:0.2.0:2", "type": "limits", "note": "The study tested one factual-learning task under controlled time-on-task conditions; it does not negate benefits found for conceptual understanding in other settings.", "locator": "Abstract and Discussion" }, { "from": "item:MHC-D-RESEARCH-9202", "to": "claim:MHC-D-RESEARCH-9202:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-9F663CF346D10F593CD1", "to": "claim:MHC-D-RESEARCH-9202:0.2.0:3", "type": "contextualizes", "note": "This is an association within one condition and should not be interpreted as evidence that generating more inferences will causally improve performance.", "locator": "Abstract and coding/analysis sections" }, { "from": "item:MHC-D-RESEARCH-9203", "to": "source:RS-53947DAB2693E854434B", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9203", "to": "source:RS-9F663CF346D10F593CD1", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9203", "to": "claim:MHC-D-RESEARCH-9203:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-53947DAB2693E854434B", "to": "claim:MHC-D-RESEARCH-9203:0.2.0:0", "type": "supports", "note": "These are aggregated results from digital learning settings and do not supply an individualized rule for a specific learner or subject.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9203", "to": "claim:MHC-D-RESEARCH-9203:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-9F663CF346D10F593CD1", "to": "claim:MHC-D-RESEARCH-9203:0.2.0:1", "type": "limits", "note": "The study tested one factual-learning task under controlled time-on-task conditions; it does not negate benefits found for conceptual understanding in other settings.", "locator": "Abstract and Discussion" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "source:RS-DA75D62FDCD7444D", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "source:RS-58DBCDDC63C4D5BC5A9E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "source:RS-A8FFCD4712ACBC9CB14F", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "source:RS-DC47BDE88ECFBD78EE97", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "source:RS-7F1E71867361041B10F6", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-DA75D62FDCD7444D", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:0", "type": "supports", "note": "The pooled studies differed in domain, task, prompt, duration and comparator, so the mean effect should not be read as the expected gain for every learner or use case.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-58DBCDDC63C4D5BC5A9E", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:1", "type": "supports", "note": "The synthesis is specific to digital learning environments and includes diverse implementations; it does not show that any single prompt format or changed-case test is universally best.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-A8FFCD4712ACBC9CB14F", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:2", "type": "limits", "note": "The studies concerned feedback on a specific physics topic, so the near-versus-far transfer pattern should not be assumed to generalize unchanged to every subject.", "locator": "Abstract and results" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-DC47BDE88ECFBD78EE97", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:3", "type": "limits", "note": "This is one laboratory task using fictional factual material. It narrows blanket claims about memory but does not overturn evidence for conceptual learning, problem solving or other domains.", "locator": "Abstract and discussion" }, { "from": "item:MHC-D-RESEARCH-9237", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:4", "type": "contains_claim" }, { "from": "source:RS-7F1E71867361041B10F6", "to": "claim:MHC-D-RESEARCH-9237:0.2.0:4", "type": "contextualizes", "note": "The paper is a conceptual review of boundary conditions rather than a pooled causal estimate of the specific protocol used in this card.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9195", "to": "source:RS-E89CB3EDC5B9A1B7699C", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9195", "to": "source:RS-46FBEA104DB47333F763", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9195", "to": "source:RS-EBED76B588E988DE4FD6", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9195", "to": "claim:MHC-D-RESEARCH-9195:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-E89CB3EDC5B9A1B7699C", "to": "claim:MHC-D-RESEARCH-9195:0.2.0:0", "type": "supports", "note": "The pooled effect was heterogeneous, so the magnitude should not be treated as a fixed effect for every subject, learner or format.", "locator": "Overall effect size; specific prequestion effect" }, { "from": "item:MHC-D-RESEARCH-9195", "to": "claim:MHC-D-RESEARCH-9195:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-E89CB3EDC5B9A1B7699C", "to": "claim:MHC-D-RESEARCH-9195:0.2.0:1", "type": "limits", "note": "Some studies showed positive general effects, but the pooled estimate was near zero and the evidence was heterogeneous.", "locator": "Overall effect size; general prequestion effect" }, { "from": "item:MHC-D-RESEARCH-9195", "to": "claim:MHC-D-RESEARCH-9195:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-46FBEA104DB47333F763", "to": "claim:MHC-D-RESEARCH-9195:0.2.0:2", "type": "limits", "note": "This is one course and instructional context, so it limits classroom generalization rather than proving that prequestions never work in classrooms.", "locator": "Discussion and conclusions" }, { "from": "item:MHC-D-RESEARCH-9195", "to": "claim:MHC-D-RESEARCH-9195:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-EBED76B588E988DE4FD6", "to": "claim:MHC-D-RESEARCH-9195:0.2.0:3", "type": "contextualizes", "note": "The experiments used textbook excerpts and controlled final tests; transfer to long courses, complex skills or unqueried material remains uncertain.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9222", "to": "source:RS-46AA0503A0AA5D18D759", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9222", "to": "source:RS-8C99FC16EB3AC49DF2F3", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9222", "to": "source:RS-ED0A08E01029768368C8", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9222", "to": "source:RS-6D46DA59A7C8ED381F0A", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9222", "to": "claim:MHC-D-RESEARCH-9222:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-46AA0503A0AA5D18D759", "to": "claim:MHC-D-RESEARCH-9222:0.2.0:0", "type": "supports", "note": "The studies were laboratory studies, the result is an association rather than a test of a simple expertise-map intervention, and self-report outcome measures produced larger effects than observer ratings or embedded metrics.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9222", "to": "claim:MHC-D-RESEARCH-9222:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-8C99FC16EB3AC49DF2F3", "to": "claim:MHC-D-RESEARCH-9222:0.2.0:1", "type": "contextualizes", "note": "TMS is not a context-free guarantee of performance; the findings synthesize heterogeneous settings and should not be converted into a universal team-design rule.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9222", "to": "claim:MHC-D-RESEARCH-9222:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-ED0A08E01029768368C8", "to": "claim:MHC-D-RESEARCH-9222:0.2.0:2", "type": "supports", "note": "The team-level sample was small and observational; the study does not show that creating a directory by itself causes more expertise exchange.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9222", "to": "claim:MHC-D-RESEARCH-9222:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-6D46DA59A7C8ED381F0A", "to": "claim:MHC-D-RESEARCH-9222:0.2.0:3", "type": "supports", "note": "This is cross-sectional self-report evidence. Visibility is a plausible design consideration, not proof that a visible expertise map will improve team performance.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9226", "to": "source:RS-85FBF9764660FB3E9E89", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9226", "to": "source:RS-F8EB6521EF7C07182E49", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9226", "to": "source:RS-4B65D6D807889A08CCF5", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9226", "to": "claim:MHC-D-RESEARCH-9226:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-85FBF9764660FB3E9E89", "to": "claim:MHC-D-RESEARCH-9226:0.2.0:0", "type": "supports", "note": "The tasks were simulations, and the authors reported inconsistent findings about the depth of cross-training needed to improve shared mental models.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9226", "to": "claim:MHC-D-RESEARCH-9226:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-F8EB6521EF7C07182E49", "to": "claim:MHC-D-RESEARCH-9226:0.2.0:1", "type": "limits", "note": "The evidence base was small; the main analysis treated multiple tests from some studies as independent, although a supplemental seven-study analysis showed the same broad pattern. This does not identify one universally optimal training mix.", "locator": "Abstract and supplemental independence analysis" }, { "from": "item:MHC-D-RESEARCH-9226", "to": "claim:MHC-D-RESEARCH-9226:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-4B65D6D807889A08CCF5", "to": "claim:MHC-D-RESEARCH-9226:0.2.0:2", "type": "contextualizes", "note": "The review synthesizes heterogeneous experimental, observational and conceptual work. Its training recommendations are not a causal test of the rehearsal protocol in this card.", "locator": "Training implications and discussion" }, { "from": "item:MHC-D-RESEARCH-9227", "to": "source:RS-3FDCD04C8C72C7ED6F2E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9227", "to": "source:RS-764F8C9A4CC71B7E", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9227", "to": "source:RS-539815064BA12AAC6501", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9227", "to": "source:RS-BA223F43F5D9546E8829", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9227", "to": "claim:MHC-D-RESEARCH-9227:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-3FDCD04C8C72C7ED6F2E", "to": "claim:MHC-D-RESEARCH-9227:0.2.0:0", "type": "supports", "note": "The studies largely use constructed hidden-profile tasks. Their effect sizes should not be read as direct estimates for every workplace decision, and mentioning a unique fact does not make that fact true, important, or correctly used.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9227", "to": "claim:MHC-D-RESEARCH-9227:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-764F8C9A4CC71B7E", "to": "claim:MHC-D-RESEARCH-9227:0.2.0:1", "type": "supports", "note": "The synthesis combines heterogeneous team tasks and measures. It supports attention to what is shared and how discussion is structured, not a universal causal effect for a specific meeting script.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9227", "to": "claim:MHC-D-RESEARCH-9227:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-539815064BA12AAC6501", "to": "claim:MHC-D-RESEARCH-9227:0.2.0:2", "type": "limits", "note": "This is one structured laboratory procedure. It is retained to prevent the stronger claim that eliciting more information is sufficient for a good decision.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9227", "to": "claim:MHC-D-RESEARCH-9227:0.2.0:3", "type": "contains_claim" }, { "from": "source:RS-BA223F43F5D9546E8829", "to": "claim:MHC-D-RESEARCH-9227:0.2.0:3", "type": "contextualizes", "note": "The study used one laboratory task and a particular ChatGPT-based setup. It does not show that organizations should centralize sensitive or authoritative knowledge in an AI system, nor that AI-generated information can be trusted without verification.", "locator": "Abstract; study overview" }, { "from": "item:MHC-D-RESEARCH-9218", "to": "source:RS-3CC11D528995115C48D7", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9218", "to": "source:RS-0D79CBCF1C35B5C0D9EB", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9218", "to": "source:RS-17A4BD32CD8C872E8165", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9218", "to": "claim:MHC-D-RESEARCH-9218:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-3CC11D528995115C48D7", "to": "claim:MHC-D-RESEARCH-9218:0.2.0:0", "type": "supports", "note": "Study 1 was vignette-based and Study 2 was an online scenario experiment. The indirect-effect analyses do not prove that the same wording will preserve future voice in every real workplace, culture or power structure.", "locator": "Studies 1–2, hypothesis tests" }, { "from": "item:MHC-D-RESEARCH-9218", "to": "claim:MHC-D-RESEARCH-9218:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-0D79CBCF1C35B5C0D9EB", "to": "claim:MHC-D-RESEARCH-9218:0.2.0:1", "type": "limits", "note": "The later 2025 experiments found a benefit from specificity, so the evidence does not support treating either sensitivity or specificity as the single settled mechanism.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9218", "to": "claim:MHC-D-RESEARCH-9218:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-17A4BD32CD8C872E8165", "to": "claim:MHC-D-RESEARCH-9218:0.2.0:2", "type": "contextualizes", "note": "The review also identifies conceptual and methodological limitations, including measurement imprecision and substantial cross-sectional evidence, so it does not validate one universal manager-response protocol.", "locator": "Abstract; voicers’ behavioral responses; voice (non)-endorsement" }, { "from": "item:MHC-D-RESEARCH-9230", "to": "source:RS-6655042CA054B8696DF1", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9230", "to": "source:RS-6916E4A378BB114C32CD", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9230", "to": "source:RS-F8D9A0BDC7C21363CD61", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9230", "to": "claim:MHC-D-RESEARCH-9230:0.2.0:0", "type": "contains_claim" }, { "from": "source:RS-6655042CA054B8696DF1", "to": "claim:MHC-D-RESEARCH-9230:0.2.0:0", "type": "contextualizes", "note": "The synthesis combines several distinct forms of seeking and largely organizational evidence; it does not show that seeking more help, or using the protocol below, causes better performance.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9230", "to": "claim:MHC-D-RESEARCH-9230:0.2.0:1", "type": "contains_claim" }, { "from": "source:RS-6916E4A378BB114C32CD", "to": "claim:MHC-D-RESEARCH-9230:0.2.0:1", "type": "supports", "note": "The performance pathways in the field study are not proof that one help style causes performance changes in every job. The authors replicated core findings in three vignette experiments, but those scenarios remain simplified versions of real work.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-9230", "to": "claim:MHC-D-RESEARCH-9230:0.2.0:2", "type": "contains_claim" }, { "from": "source:RS-F8D9A0BDC7C21363CD61", "to": "claim:MHC-D-RESEARCH-9230:0.2.0:2", "type": "supports", "note": "The studies concern competence perceptions and attribution, not task performance. Social consequences of directness can vary with culture, hierarchy, identity, relationship quality and the stakes of the request.", "locator": "Abstract" }, { "from": "item:MHC-D-RESEARCH-0069", "to": "source:crossref-crossmark", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0069", "to": "claim:MHC-D-RESEARCH-0069:0.1.0:0", "type": "contains_claim" }, { "from": "source:crossref-crossmark", "to": "claim:MHC-D-RESEARCH-0069:0.1.0:0", "type": "supports", "note": "Claim basis: technical_definition. Claim limit: Coverage and metadata depend on participation; the service is not a validity certificate.\nSource access: selected_html_passages; accessed on: 2026-10-01; inspected sections: [\"Introduction\", \"How Crossmark works\"].\nSource note: The button and its absence are not guarantees of scientific validity or a complete update history. Separate source-access audit (2026-10-01): Reopened on 2026-10-01. Crossmark reports registered updates; participation and reporting determine coverage. Its button is not a validity certificate, and older-record backfill is optional. The page displays a 2020-04-08 update date.", "locator": "Introduction; How Crossmark works, including the guarantee and optional back-year coverage paragraphs" }, { "from": "item:MHC-D-RESEARCH-0070", "to": "source:pubmed-full-text-help", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0070", "to": "claim:MHC-D-RESEARCH-0070:0.1.0:0", "type": "contains_claim" }, { "from": "source:pubmed-full-text-help", "to": "claim:MHC-D-RESEARCH-0070:0.1.0:0", "type": "supports", "note": "Claim basis: technical_definition. Claim limit: Availability of a link does not mean its contents were actually inspected.\nSource access: selected_html_passages; accessed on: 2026-10-01; inspected sections: [\"Finding the full text article\", \"PubMed Central\", \"From the publisher\"].\nSource note: Reopened on 2026-10-01; the guide header reports last update 2026-09-30. Inspected the full-text access sections only. Link availability, access, actual reading and appraisal are separate; the broader disclosure workflow is editorial practice.", "locator": "Finding the full text article; PubMed Central; From the publisher" }, { "from": "item:MHC-D-RESEARCH-0072", "to": "source:cochrane-meta-analysis", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0072", "to": "claim:MHC-D-RESEARCH-0072:0.1.0:0", "type": "contains_claim" }, { "from": "source:cochrane-meta-analysis", "to": "claim:MHC-D-RESEARCH-0072:0.1.0:0", "type": "supports", "note": "Claim basis: guidance. Claim limit: Comparing subgroups requires an appropriate direct analysis and attention to multiplicity.\nSource access: selected_html_passages; accessed on: 2026-10-01; inspected sections: [\"10.2\", \"10.10.1-10.10.4\", \"10.11.3\", \"10.11.1-10.11.3.1\", \"MECIR Box 10.11.a\", \"10.11.5.2-10.11.5.6\", \"10.11.6\"].\nSource note: The chapter reports a November 2024 update. No single heterogeneity threshold is promoted as decisive. Separate source-access audit (2026-10-01): Chapter 10 still identifies November 2024 and version 6.5. The 2026-10-01 check covers its citation and sections 10.11.1-10.11.3.1, 10.11.5.2-10.11.5.6 and 10.11.6. The older 10.2/10.10 reading history is retained, not newly appraised. Overall Handbook updates do not change this chapter’s stated revision. No single heterogeneity threshold is promoted as decisive.", "locator": "10.11.3-10.11.3.1; MECIR Box 10.11.a; limits in 10.11.5.2-10.11.5.6 and 10.11.6" }, { "from": "item:MHC-D-RESEARCH-0040", "to": "source:eef-learning-styles", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0040", "to": "claim:MHC-D-RESEARCH-0040:0.1.0:0", "type": "contains_claim" }, { "from": "source:eef-learning-styles", "to": "claim:MHC-D-RESEARCH-0040:0.1.0:0", "type": "supports", "note": "Claim basis: guidance. Claim limit: This does not deny accessibility needs, useful preferences or differences between learning tasks.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"What is it?\", \"Key findings\", \"How effective is the approach?\"].\nAgent scope review, 2026-10-11: EEF selected passages support rejecting fixed style-matching rules, not removal of access supports or a claim that everyone learns identically.", "locator": "Key findings; How effective is the approach?" }, { "from": "item:MHC-D-RESEARCH-0047", "to": "source:eef-collaborative-learning", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0047", "to": "claim:MHC-D-RESEARCH-0047:0.1.0:0", "type": "contains_claim" }, { "from": "source:eef-collaborative-learning", "to": "claim:MHC-D-RESEARCH-0047:0.1.0:0", "type": "supports", "note": "Claim basis: guidance. Claim limit: The individual exit task below is an editorial check, not a tested standalone programme.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"What is it?\", \"Key findings\", \"How could you implement in your setting?\", \"How secure is the evidence?\"].\nSource note: Evidence is rated low with substantial heterogeneity; no exact optimal group size or guaranteed benefit is adopted.\nAgent scope review, 2026-10-11: EEF supports structured participation. The independent related case is original assessment reasoning, not a separately tested programme; immediate performance is not durable learning.", "locator": "What is it?; Key findings 2-3" }, { "from": "item:MHC-D-RESEARCH-0050", "to": "source:cochrane-effect-measures", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0050", "to": "claim:MHC-D-RESEARCH-0050:0.1.0:0", "type": "contains_claim" }, { "from": "source:cochrane-effect-measures", "to": "claim:MHC-D-RESEARCH-0050:0.1.0:0", "type": "supports", "note": "Claim basis: technical_definition. Claim limit: Illustrative arithmetic is not a personal risk estimate.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"6.1-6.2\", \"6.4.1\", \"6.5.1 and MECIR C61\"].\nSource note: Handbook methodological guidance, not a recent intervention trial. Numerical examples in the elements are invented teaching examples.\nAgent scope review, 2026-10-11: Cochrane 6.4.1 defines risks and odds. The fictional 20%/40% example gives RR=2 and OR=8/3; no personal-risk or treatment claim.", "locator": "6.4.1" }, { "from": "item:MHC-D-RESEARCH-0057", "to": "source:cochrane-trial-bias", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0057", "to": "claim:MHC-D-RESEARCH-0057:0.1.0:0", "type": "contains_claim" }, { "from": "source:cochrane-trial-bias", "to": "claim:MHC-D-RESEARCH-0057:0.1.0:0", "type": "supports", "note": "Claim basis: technical_definition. Claim limit: The label intention-to-treat does not itself establish how missing data were handled.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"8.2.2\", \"8.2.3 signalling questions\", \"8.3\", \"8.5\", \"8.6\"].\nSource note: The elements introduce questions for readers; they do not reproduce or claim to complete the RoB 2 assessment.\nAgent scope review, 2026-10-11: Cochrane 8.2.2/8.5 separate assignment and adherence questions. Naive exclusions can bias a comparison; the ITT label alone does not settle missing-data handling.", "locator": "8.2.2; 8.5" }, { "from": "item:MHC-D-RESEARCH-0071", "to": "source:cochrane-evidence-certainty", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0071", "to": "claim:MHC-D-RESEARCH-0071:0.1.0:0", "type": "contains_claim" }, { "from": "source:cochrane-evidence-certainty", "to": "claim:MHC-D-RESEARCH-0071:0.1.0:0", "type": "supports", "note": "Claim basis: guidance. Claim limit: A high-certainty result is not automatically a recommendation for every person.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"14.1.1-14.1.2\", \"14.2.1\", \"14.2.2 indirectness and imprecision\"].\nSource note: GRADE ratings belong to bodies of evidence for specified outcomes; the corpus does not assign new GRADE ratings through these cards.\nAgent scope review, 2026-10-11: Cochrane Chapter 14 assesses certainty by outcome. The example distinguishes benefit and harm ratings; no formal GRADE rating or personal treatment recommendation is supplied.", "locator": "14.2.1" }, { "from": "item:MHC-D-RESEARCH-0170", "to": "source:kanban-guide-2025", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0170", "to": "claim:MHC-D-RESEARCH-0170:0.1.0:0", "type": "contains_claim" }, { "from": "source:kanban-guide-2025", "to": "claim:MHC-D-RESEARCH-0170:0.1.0:0", "type": "supports", "note": "Claim basis: technical_definition. Claim limit: Counts and forecasts need a stable meaning of work item and start/finish; they are not automatic performance targets.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"Definition of Workflow; active management; flow metrics\"].\nSource note: Only short original explanations and new examples are used. The page contains differing CC BY-SA and CC BY notices; commercial publication must resolve applicable rights rather than assume unrestricted copying.\nAgent scope review, 2026-10-11: May 2025 Kanban Guide flow metrics define started unfinished work and its age. This is a descriptive review measure, not a universal escalation threshold or worker-performance score.", "locator": "Definition of Workflow; Flow Metrics" }, { "from": "item:MHC-D-RESEARCH-0172", "to": "source:lei-pull-production", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0172", "to": "claim:MHC-D-RESEARCH-0172:0.1.0:0", "type": "contains_claim" }, { "from": "source:lei-pull-production", "to": "claim:MHC-D-RESEARCH-0172:0.1.0:0", "type": "supports", "note": "Claim basis: professional_convention. Claim limit: The office example is an adaptation; demand, capacity and buffer design still matter.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"Definition and replenishment signal\"].\nAgent scope review, 2026-10-11: LEI pull-production definition supports downstream need as the authorization signal. The office example and available-capacity check are an explicit adaptation; buffers remain possible.", "locator": "Definition" }, { "from": "item:MHC-D-RESEARCH-0173", "to": "source:lei-fifo", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0173", "to": "claim:MHC-D-RESEARCH-0173:0.1.0:0", "type": "contains_claim" }, { "from": "source:lei-fifo", "to": "claim:MHC-D-RESEARCH-0173:0.1.0:0", "type": "supports", "note": "Claim basis: professional_convention. Claim limit: Urgent or safety-critical exceptions require an explicit appropriate policy.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"Definition and controlled queue\"].\nAgent scope review, 2026-10-11: LEI FIFO describes a queue ordering convention. Transparent urgent exceptions are editorial design, not evidence that arrival order fits every safety or clinical task.", "locator": "Definition" }, { "from": "item:MHC-D-RESEARCH-0174", "to": "source:lei-takt-time", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0174", "to": "claim:MHC-D-RESEARCH-0174:0.1.0:0", "type": "contains_claim" }, { "from": "source:lei-takt-time", "to": "claim:MHC-D-RESEARCH-0174:0.1.0:0", "type": "supports", "note": "Claim basis: technical_definition. Claim limit: It describes a required pace, not proof that current capacity can safely achieve it.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"Available time and demand calculation\"].\nAgent scope review, 2026-10-11: LEI defines available production time divided by same-period demand. Fictional 240/40=6 minutes describes system demand pace, not individual task duration or proven capacity.", "locator": "Definition and calculation" }, { "from": "item:MHC-D-RESEARCH-0177", "to": "source:lei-smed", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0177", "to": "claim:MHC-D-RESEARCH-0177:0.1.0:0", "type": "contains_claim" }, { "from": "source:lei-smed", "to": "claim:MHC-D-RESEARCH-0177:0.1.0:0", "type": "supports", "note": "Claim basis: professional_convention. Claim limit: Only safe, authorized preparation is moved; the card is not machinery-operation instruction.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"Internal and external setup operations\"].\nSource note: The knowledge-work example does not promise a sub-ten-minute transition or authorize work on running machinery.\nAgent scope review, 2026-10-11: LEI SMED distinguishes internal and external setup. The deployment example is an adaptation; ordinary approval, safe preparation and restart controls remain required.", "locator": "Internal and external setup operations" }, { "from": "item:MHC-D-RESEARCH-0182", "to": "source:lei-heijunka", "type": "references" }, { "from": "item:MHC-D-RESEARCH-0182", "to": "claim:MHC-D-RESEARCH-0182:0.1.0:0", "type": "contains_claim" }, { "from": "source:lei-heijunka", "to": "claim:MHC-D-RESEARCH-0182:0.1.0:0", "type": "supports", "note": "Claim basis: professional_convention. Claim limit: It does not erase demand volatility or justify ignoring urgent customer needs.\nSource access: selected_html_passages; accessed on: 2026-09-17; inspected sections: [\"Leveling volume and mix\"].\nAgent scope review, 2026-10-11: LEI heijunka defines leveling volume and mix. This card proposes testing a suitable release pattern and checking its trade-offs, not a measured knowledge-work productivity promise.", "locator": "Definition" }, { "from": "item:MHC-D-RESEARCH-9262", "to": "source:attention-camera-fatigue-shockley-2021", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9262", "to": "source:attention-camera-reputation-stavrova-2025", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9262", "to": "source:attention-camera-engagement-kushlev-2022", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9262", "to": "claim:MHC-D-RESEARCH-9262:0.1.0:0", "type": "contains_claim" }, { "from": "source:attention-camera-fatigue-shockley-2021", "to": "claim:MHC-D-RESEARCH-9262:0.1.0:0", "type": "supports", "note": "Claim basis: primary_study. Claim limit: One established-remote employer, imperfect adherence and simultaneous single-item self-reports. Voice meant perceived opportunity to contribute, not observed speech. Mediation is not proof of a causal pathway; other attendees and objective performance were unmeasured.\nSource access history: selected_passages; 2026-10-02; Author-hosted PDF: Methods pp.1140–1141; Results pp.1141–1142, Tables 3–4 pp.1144–1145; limitations pp.1145–1146; Appendices B/D pp.1150–1155\nSource history: Camera use was manipulated and the proposed camera-on -> fatigue -> lower voice/engagement model was supported. This was one employee sample during the rapid shift to remote work; outcomes included self-reported fatigue and meeting behavior, so the result should not become a universal camera-off rule. Separate 2026-10-02 correction: Author-hosted Methods, Results, limitations and Appendices B/D were inspected. The workforce was already largely remote before COVID, correcting the historical rapid-shift description. Assignment used two-week sequences, not daily randomization; camera assignment had no significant total effect on voice or engagement. Earlier accessed_on=2026-09-30 and access_scope=pubmed_abstract_and_metadata remain historical. The reported possible-observation denominator was not independently reconciled.\nAgent scope review, 2026-10-11: Rechecked selected primary methods/results: Shockley author PDF matches c2e6a12af5a4ca4c5737912e819f90660b87cb8ada55c8f4d2c72fa472e5c45e; Kushlev publisher PDF; Stavrova publisher HTML Tables 3–4. Fatigue, self-report and peer impressions are different outcomes. No universal policy, causal mediation, objective engagement, career outcome or raw-data reanalysis is established.", "locator": "Author-hosted PDF: Methods pp.1140–1141; Results pp.1141–1142, Tables 3–4 pp.1144–1145; limitations pp.1145–1146; Appendices B/D pp.1150–1155" }, { "from": "item:MHC-D-RESEARCH-9262", "to": "claim:MHC-D-RESEARCH-9262:0.1.0:1", "type": "contains_claim" }, { "from": "source:attention-camera-reputation-stavrova-2025", "to": "claim:MHC-D-RESEARCH-9262:0.1.0:1", "type": "limits", "note": "Claim basis: primary_study. Claim limit: This was a 30-minute group task with mostly unfamiliar students, not a longitudinal workplace or career study. Self-reports are not an objective measure of engagement. An exploratory analysis found more fatigue under camera-on assignment among those preferring camera-off.\nSource access history: selected_passages; 2026-10-02; Publisher HTML: sections 3.1–3.3, 4.2–4.5, 5–5.1; Tables 3–5; no supplemental data/code reanalysis\nSource history: Camera-off participants were perceived as less engaged, less moral and less suitable for leadership, while actors' own engagement, fatigue and well-being changed little overall. Observer perceptions are social consequences, not proof that camera-off participants were actually less engaged or less competent. Separate 2026-10-02 selected-passages audit: Earlier accessed_on=2026-09-30 and access_scope=open_full_text remain historical. The 177-person student study was not preregistered; leadership comparisons use mixed-camera groups only. Self-reports are not objective engagement. The same-time difference between self and peer ratings cannot by itself prove who judged actual behavior correctly. Methods, results and limitations were inspected; supplements and raw data were not reanalyzed.\nAgent scope review, 2026-10-11: Rechecked selected primary methods/results: Shockley author PDF matches c2e6a12af5a4ca4c5737912e819f90660b87cb8ada55c8f4d2c72fa472e5c45e; Kushlev publisher PDF; Stavrova publisher HTML Tables 3–4. Fatigue, self-report and peer impressions are different outcomes. No universal policy, causal mediation, objective engagement, career outcome or raw-data reanalysis is established.", "locator": "Sections 3.1–3.2 and 4.2–4.5; Table 3 actor outcomes, Table 4 observer outcomes and mixed-group leadership, Table 5 actor–observer ratings" }, { "from": "item:MHC-D-RESEARCH-9262", "to": "claim:MHC-D-RESEARCH-9262:0.1.0:2", "type": "contains_claim" }, { "from": "source:attention-camera-engagement-kushlev-2022", "to": "claim:MHC-D-RESEARCH-9262:0.1.0:2", "type": "limits", "note": "Claim basis: primary_study. Claim limit: Camera allocation used name-based groups in one course and existing randomized groups in the other; 54 observations did not follow the assigned camera state. The results concern lecture classes and self-reports, not workplace collaboration or a universally cost-free camera-on policy.\nSource access history: selected_passages; 2026-10-02; Publisher PDF: Study 1 Methods/Results and footnotes pp.3–4; Study 2 pp.4–5; limitations p.6; no data/code reanalysis\nSource history: In the large online-lecture context, camera-on sessions were associated with greater student engagement but not greater fatigue. This educational setting and small student sample should not be transplanted directly to employee meetings. Separate 2026-10-02 selected-passages audit: Earlier accessed_on=2026-09-30 and access_scope=open_full_text_pdf remain historical. The current claim retains name-based/existing-group allocation, 54 noncompliant observations and self-report limits. No significant fatigue difference is not evidence of no possible cost. Methods, results, footnotes and limitations were inspected; proposed mechanisms and objective learning outcomes were not measured.\nAgent scope review, 2026-10-11: Rechecked selected primary methods/results: Shockley author PDF matches c2e6a12af5a4ca4c5737912e819f90660b87cb8ada55c8f4d2c72fa472e5c45e; Kushlev publisher PDF; Stavrova publisher HTML Tables 3–4. Fatigue, self-report and peer impressions are different outcomes. No universal policy, causal mediation, objective engagement, career outcome or raw-data reanalysis is established.", "locator": "Study 1: Participants, Design and Measures, Results and footnotes; Study 2: Method and Results (PDF pp. 3–5)" }, { "from": "item:MHC-D-RESEARCH-9313", "to": "source:roberts-macleod-fernandes-enactment-meta-2022", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9313", "to": "source:sivashankar-lui-fernandes-actions-2023", "type": "references" }, { "from": "item:MHC-D-RESEARCH-9313", "to": "claim:MHC-D-RESEARCH-9313:0.1.0:0", "type": "contains_claim" }, { "from": "source:roberts-macleod-fernandes-enactment-meta-2022", "to": "claim:MHC-D-RESEARCH-9313:0.1.0:0", "type": "supports", "note": "Claim basis: research_synthesis. Claim limit: Effects differed by comparator and design, and publication-bias sensitivity analyses reduced the estimate. Episodic memory for action material does not establish complex sequence learning or expert performance.\nSource access history: selected_passages; 2026-10-02; Behavioral inclusion criteria, Meta-Analytic Results, Publication Bias and Table 4; printed pages 401 and 404–409.\nSource history: Selected behavioral methods, results and limitations in the author-hosted paper were inspected. The 145-study behavioral analysis concerned healthy adults and episodic memory; its comparators and designs varied. No complete-paper review, patient recommendation, complex-sequence mastery or independent reanalysis is claimed.\nAgent scope review, 2026-10-11: Selected Roberts behavioral synthesis/results/bias sensitivity and Sivashankar methods/results support action-item recall compared with reading. Comparator and design vary. Recorded observation is not a live-versus-video comparison; no complex procedure mastery or patient advice is inferred.", "locator": "Behavioral inclusion criteria; Meta-Analytic Results; Publication Bias; Table 4." }, { "from": "item:MHC-D-RESEARCH-9313", "to": "claim:MHC-D-RESEARCH-9313:0.1.0:1", "type": "contains_claim" }, { "from": "source:sivashankar-lui-fernandes-actions-2023", "to": "claim:MHC-D-RESEARCH-9313:0.1.0:1", "type": "limits", "note": "Claim basis: primary_study. Claim limit: The outcome was word recall after a short distractor. The study did not compare video observation with in-person observation or test mastery of a multistep procedure.\nSource access history: selected_passages; 2026-10-02; Sections 3.1–3.4 and Discussion; institution-hosted PDF pages 6–8 and 11.\nSource history: Selected methods, results and discussion concern free recall of action words after a short distractor in online undergraduate participants. Performing and watching recorded actions were compared; video versus in-person observation was not experimentally compared. No ordered-procedure or expert-performance outcome was tested.\nAgent scope review, 2026-10-11: Selected Roberts behavioral synthesis/results/bias sensitivity and Sivashankar methods/results support action-item recall compared with reading. Comparator and design vary. Recorded observation is not a live-versus-video comparison; no complex procedure mastery or patient advice is inferred.", "locator": "Sections 3.1–3.4 and Discussion; PDF pages 6–8 and 11." }, { "from": "item:MHC-D-BRALI-0015", "to": "source:FP-BRALI-0015", "type": "references" }, { "from": "item:MHC-D-BRALI-0015", "to": "claim:MHC-D-BRALI-0015:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-BRALI-0015", "to": "claim:MHC-D-BRALI-0015:0.1.0:0", "type": "contextualizes", "note": "Editorial design and source provenance only. No causal benefit, percentage improvement or validated intervention is claimed. Access: full_structured_record; 2026-10-11. Registered first-party project text; template provenance, not an efficacy study.", "locator": "Selected template fields" }, { "from": "item:MHC-D-BRALI-0135", "to": "source:FP-BRALI-0135", "type": "references" }, { "from": "item:MHC-D-BRALI-0135", "to": "claim:MHC-D-BRALI-0135:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-BRALI-0135", "to": "claim:MHC-D-BRALI-0135:0.1.0:0", "type": "contextualizes", "note": "Editorial design and source provenance only. No causal benefit, percentage improvement or validated intervention is claimed. Access: selected_source_sections; 2026-10-11. Registered first-party project text; template provenance, not an efficacy study.", "locator": "Selected template fields" }, { "from": "item:MHC-D-BRALI-0176", "to": "source:FP-BRALI-0176", "type": "references" }, { "from": "item:MHC-D-BRALI-0176", "to": "claim:MHC-D-BRALI-0176:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-BRALI-0176", "to": "claim:MHC-D-BRALI-0176:0.1.0:0", "type": "contextualizes", "note": "Editorial design and source provenance only. No causal benefit, percentage improvement or validated intervention is claimed. Access: selected_source_sections; 2026-10-11. Registered first-party project text; template provenance, not an efficacy study.", "locator": "Selected template fields" }, { "from": "item:MHC-D-BRALI-0182", "to": "source:FP-BRALI-0182", "type": "references" }, { "from": "item:MHC-D-BRALI-0182", "to": "claim:MHC-D-BRALI-0182:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-BRALI-0182", "to": "claim:MHC-D-BRALI-0182:0.1.0:0", "type": "contextualizes", "note": "Editorial design and source provenance only. No causal benefit, percentage improvement or validated intervention is claimed. Access: selected_source_sections; 2026-10-11. Registered first-party project text; template provenance, not an efficacy study.", "locator": "Selected template fields" }, { "from": "item:MHC-D-BRALI-0036", "to": "source:FP-BRALI-0036", "type": "references" }, { "from": "item:MHC-D-BRALI-0036", "to": "claim:MHC-D-BRALI-0036:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-BRALI-0036", "to": "claim:MHC-D-BRALI-0036:0.1.0:0", "type": "contextualizes", "note": "Editorial design and source provenance only. No causal benefit, percentage improvement or validated intervention is claimed. Access: selected_source_sections; 2026-10-11. Registered first-party project text; template provenance, not an efficacy study.", "locator": "Selected template fields" }, { "from": "item:MHC-D-BRALI-0034", "to": "source:FP-BRALI-0034", "type": "references" }, { "from": "item:MHC-D-BRALI-0034", "to": "claim:MHC-D-BRALI-0034:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-BRALI-0034", "to": "claim:MHC-D-BRALI-0034:0.1.0:0", "type": "contextualizes", "note": "Editorial design and source provenance only. No causal benefit, percentage improvement or validated intervention is claimed. Access: selected_source_sections; 2026-10-11. Registered first-party project text; template provenance, not an efficacy study.", "locator": "Selected template fields" }, { "from": "item:MHC-D-35F4553B8727", "to": "source:FP-CB-OUTCOME", "type": "references" }, { "from": "item:MHC-D-35F4553B8727", "to": "claim:MHC-D-35F4553B8727:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-CB-OUTCOME", "to": "claim:MHC-D-35F4553B8727:0.1.0:0", "type": "supports", "note": "Five described decision-evaluation studies; does not establish a workplace debiasing intervention. Practical questions below are editorial suggestions, not experimentally validated remedies. Access: abstract_only; 2026-10-11. Five described decision-evaluation studies; does not establish a workplace debiasing intervention.", "locator": "Abstract" }, { "from": "item:MHC-D-01E278842B0C", "to": "source:FP-CB-STATUS-QUO", "type": "references" }, { "from": "item:MHC-D-01E278842B0C", "to": "claim:MHC-D-01E278842B0C:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-CB-STATUS-QUO", "to": "claim:MHC-D-01E278842B0C:0.1.0:0", "type": "supports", "note": "Choice experiments and observed plan selections; does not prove every unchanged choice is biased. Practical questions below are editorial suggestions, not experimentally validated remedies. Access: abstract_only; 2026-10-11. Choice experiments and observed plan selections; does not prove every unchanged choice is biased.", "locator": "Abstract" }, { "from": "item:MHC-D-5F074C10DBDD", "to": "source:FP-CB-FIXEDNESS", "type": "references" }, { "from": "item:MHC-D-5F074C10DBDD", "to": "claim:MHC-D-5F074C10DBDD:0.2.0:0", "type": "contains_claim" }, { "from": "source:FP-CB-FIXEDNESS", "to": "claim:MHC-D-5F074C10DBDD:0.2.0:0", "type": "supports", "note": "Specific object-use tasks and adolescent sample; not a universal creativity rule or validation of the proposed check. Practical questions below are editorial suggestions, not experimentally validated remedies. Access: abstract_only; 2026-10-11. Specific object-use tasks and adolescent sample; not a universal creativity rule or validation of the proposed check.", "locator": "Abstract" }, { "from": "item:MHC-D-3E15987BA98F", "to": "source:FP-CB-AVAILABILITY", "type": "references" }, { "from": "item:MHC-D-3E15987BA98F", "to": "claim:MHC-D-3E15987BA98F:0.1.0:0", "type": "contains_claim" }, { "from": "source:FP-CB-AVAILABILITY", "to": "claim:MHC-D-3E15987BA98F:0.1.0:0", "type": "supports", "note": "Frequency/probability judgment tasks; does not establish the direction of error in every setting. Practical questions below are editorial suggestions, not experimentally validated remedies. Access: abstract_only; 2026-10-11. Frequency/probability judgment tasks; does not establish the direction of error in every setting.", "locator": "Abstract" }, { "from": "collection:MHC-B-9C0A00000001", "to": "item:MHC-U-9C0A00000004", "type": "contains" }, { "from": "collection:MHC-B-9C0A00000001", "to": "item:MHC-U-9C0A00000001", "type": "contains" }, { "from": "collection:MHC-B-9C0A00000001", "to": "item:MHC-U-9C0A00000005", "type": "contains" }, { "from": "collection:MHC-B-9C0A00000001", "to": "item:MHC-U-9C0A00000002", "type": "contains" }, { "from": "collection:MHC-B-9C0A00000001", "to": "item:MHC-U-9C0A00000006", "type": "contains" }, { "from": "collection:MHC-B-9C0A00000001", "to": "item:MHC-U-9C0A00000003", "type": "contains" }, { "from": "collection:RC-F151F4A278F577C4", "to": "item:MHC-D-RESEARCH-1100", "type": "contains" }, { "from": "collection:RC-F151F4A278F577C4", "to": "item:MHC-D-RESEARCH-1101", "type": "contains" }, { "from": "collection:RC-F151F4A278F577C4", "to": "item:MHC-D-RESEARCH-1102", "type": 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