[
  {
    "id": "comm-01",
    "title": "Buffer's search-led tutorial production",
    "function": "marketing/content",
    "source_url": "https://buffer.com/resources/how-to-write-a-blog-post/",
    "source_title": "How to Write a Blog Post: A Full Breakdown of How We Do it at Buffer",
    "evidence_status": "practitioner-reported",
    "functions": [
      "marketing/content"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02",
      "P03"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2024-09-05",
    "source_type": "First-person practitioner walkthrough",
    "source_caveats": {
      "quality_checks": [
        "Peer review",
        "CMS preview",
        "SEO-focused posts receive another optimization check"
      ],
      "unknowns": [
        "Measured causal effect of individual steps",
        "Editorial rejection rates"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2024-09-05",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://buffer.com/resources/how-to-write-a-blog-post/",
      "evidence_note": "Article header near title displays Sep 5, 2024. Treated as displayed publication date; no separate update label or original publication history established.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_displayed_publication_date"
    },
    "eligibility_register_id": "comm-01",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-02",
    "title": "Ahrefs page-by-page content audit",
    "function": "marketing/content",
    "source_url": "https://ahrefs.com/blog/content-audit/",
    "source_title": "Follow Our Content Audit Process (Template Included)",
    "evidence_status": "documented-procedure",
    "functions": [
      "marketing/content"
    ],
    "aliases": [],
    "pattern_ids": [
      "P06",
      "P07"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Practitioner method with worked examples",
    "source_caveats": {
      "quality_checks": [
        "Use a comparable competitor when the top result is an unbeatable official page",
        "Avoid deletion without confidence"
      ],
      "unknowns": [
        "General effect sizes",
        "Exact thresholds for each business"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2023-09-15",
      "other_date_type": "displayed_article_date_type_unspecified",
      "evidence_url": "https://ahrefs.com/blog/content-audit/",
      "evidence_note": "Article byline displays September 15, 2023, without specifying whether this is original publication or revision. Preserved as an untyped article date rather than guessing.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_displayed_date_type_unspecified"
    },
    "eligibility_register_id": "comm-02",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-03",
    "title": "GOV.UK independent publishing review",
    "function": "marketing/content",
    "source_url": "https://guidance.publishing.service.gov.uk/publish-update-retire-content/standard-content-types/send-standard-review/",
    "source_title": "Send standard content types for review",
    "evidence_status": "documented-procedure",
    "functions": [
      "marketing/content"
    ],
    "aliases": [],
    "pattern_ids": [],
    "split": "training",
    "fit": "unmapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Official publishing handbook",
    "source_caveats": {
      "quality_checks": [
        "Rendered preview",
        "Second editor review"
      ],
      "unknowns": [
        "Reviewer turnaround time",
        "Review rubric is on a separate page"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://guidance.publishing.service.gov.uk/publish-update-retire-content/standard-content-types/send-standard-review/",
      "evidence_note": "Original publishing-handbook page was reopened; no publication or last-update label appears in retrieved text. Do not borrow dates from the retired GOV.UK URL or crawl time.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "not_stated_in_retrieved_page"
    },
    "eligibility_register_id": "comm-03",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-04",
    "title": "Mailchimp single-variable email experiment",
    "function": "marketing/content",
    "source_url": "https://mailchimp.com/help/create-ab-tests/",
    "source_title": "Create an A/B Test",
    "evidence_status": "documented-procedure",
    "functions": [
      "marketing/content"
    ],
    "aliases": [],
    "pattern_ids": [
      "P09",
      "P03"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Official product procedure",
    "source_caveats": {
      "quality_checks": [
        "For content tests, use clicks rather than opens",
        "Preview",
        "Allow response time"
      ],
      "unknowns": [
        "Sample-specific statistical power",
        "Independent evaluation of defaults"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://mailchimp.com/help/create-ab-tests/",
      "evidence_note": "Original Mailchimp help article was reopened and searched for update labels. No page publication/update date established; dates of linked resources or product changes are not page dates.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "not_stated_in_retrieved_page"
    },
    "eligibility_register_id": "comm-04",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-06",
    "title": "Buffer's AI-assisted glossary construction",
    "function": "marketing/content",
    "source_url": "https://buffer.com/resources/how-we-use-ai-in-content/",
    "source_title": "How Buffer's Content Team Uses AI",
    "evidence_status": "practitioner-reported",
    "functions": [
      "marketing/content"
    ],
    "aliases": [],
    "pattern_ids": [
      "P03"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2024-03-14",
    "source_type": "First-party team practice report",
    "source_caveats": {
      "quality_checks": [
        "Human accuracy review is a team-wide policy",
        "Human editing and added resources"
      ],
      "unknowns": [
        "Exact production prompt",
        "Entry-level review evidence",
        "Whether practice changed later"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2024-03-14",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://buffer.com/resources/how-we-use-ai-in-content/",
      "evidence_note": "Article header near title displays Mar 14, 2024. Treated as displayed publication date; no separate update label or original publication history established.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_displayed_publication_date"
    },
    "eligibility_register_id": "comm-06",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-07",
    "title": "Basecamp's shaped project pitch",
    "function": "product",
    "source_url": "https://basecamp.com/shapeup/1.5-chapter-06",
    "source_title": "Write the Pitch",
    "evidence_status": "practitioner-reported",
    "functions": [
      "product"
    ],
    "aliases": [],
    "pattern_ids": [
      "P03",
      "P08"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "First-party operating handbook with actual pitch examples",
    "source_caveats": {
      "quality_checks": [
        "Annotations make rough sketches understandable",
        "Colleagues challenge holes"
      ],
      "unknowns": [
        "Pitch rejection rates",
        "Independent outcome measurement"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://basecamp.com/shapeup/1.5-chapter-06",
      "evidence_note": "Original Shape Up chapter was reopened. No chapter publication/update label established. Book publication year cannot be assigned to this living chapter without specific evidence.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "not_stated_in_retrieved_page"
    },
    "eligibility_register_id": "comm-07",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-08",
    "title": "Intercom's RICE prioritization review",
    "function": "product",
    "source_url": "https://www.intercom.com/blog/rice-simple-prioritization-for-product-managers",
    "source_title": "RICE: Simple prioritization for product managers",
    "evidence_status": "practitioner-reported",
    "functions": [
      "product"
    ],
    "aliases": [],
    "pattern_ids": [
      "P07"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2018-01-05",
    "source_type": "Original practitioner method",
    "source_caveats": {
      "quality_checks": [
        "Reconsider implausibly high or low scores"
      ],
      "unknowns": [
        "Calibration accuracy",
        "Measured superiority over alternatives"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2018-01-05",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.intercom.com/blog/rice-simple-prioritization-for-product-managers",
      "evidence_note": "Author byline displays Sean McBride, 5 January 2018. Recorded as displayed publication date; no separate update date found.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_displayed_publication_date"
    },
    "eligibility_register_id": "comm-08",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-09",
    "title": "GitLab's shared-responsibility issue routing",
    "function": "product",
    "source_url": "https://handbook.gitlab.com/handbook/product-development/how-we-work/issue-triage/",
    "source_title": "Issue Triage",
    "evidence_status": "documented-procedure",
    "functions": [
      "product"
    ],
    "aliases": [],
    "pattern_ids": [
      "P04",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Public operating handbook",
    "source_caveats": {
      "quality_checks": [
        "Explain reassignment reasoning",
        "Receiving team agrees before relabeling"
      ],
      "unknowns": [
        "Resolution-rate improvement",
        "Time spent in disputed ownership"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-07-31",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/product-development/how-we-work/issue-triage/",
      "evidence_note": "Page footer explicitly says Last modified July 31, 2026 and links commit 5d615813. Original publication not established.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_update_only"
    },
    "eligibility_register_id": "comm-09",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-10",
    "title": "GOV.UK service-retirement transition",
    "function": "product",
    "source_url": "https://www.gov.uk/service-manual/agile-delivery/retiring-your-service",
    "source_title": "Retiring your service",
    "evidence_status": "documented-procedure",
    "functions": [
      "product"
    ],
    "aliases": [],
    "pattern_ids": [
      "P11",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2025-08-26 (last updated)",
    "source_type": "Official service handbook",
    "source_caveats": {
      "quality_checks": [
        "Account for direct, API, and assisted access"
      ],
      "unknowns": [
        "Actual retirement outcomes",
        "Successor readiness assessment details"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2016-08-04",
      "updated": "2025-08-26",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.gov.uk/service-manual/agile-delivery/retiring-your-service",
      "evidence_note": "Updates to this page explicitly labels Published 4 August 2016 and Last updated 26 August 2025; history confirms first publication.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_explicit_publication_and_update"
    },
    "eligibility_register_id": "comm-10",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-12",
    "title": "Product Talk opportunity-to-assumption discovery",
    "function": "product",
    "source_url": "https://www.producttalk.org/2016/08/opportunity-solution-tree/",
    "source_title": "Opportunity Solution Trees: Visualize Your Discovery to Stay Aligned and Drive Outcomes",
    "evidence_status": "documented-procedure",
    "functions": [
      "product"
    ],
    "aliases": [],
    "pattern_ids": [
      "P01",
      "P07",
      "P09"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Original method author guidance",
    "source_caveats": {
      "quality_checks": [
        "Do not invent opportunities without interviews",
        "Keep revising the map as interviews continue"
      ],
      "unknowns": [
        "Observed outcomes in a specific implementation",
        "Test-selection details"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2023-12-06",
      "other_date_type": "displayed_article_date_type_unspecified",
      "evidence_url": "https://www.producttalk.org/opportunity-solution-trees/",
      "evidence_note": "Requested /2016/08/opportunity-solution-tree/ URL redirects to /opportunity-solution-trees/. Current article header shows 06 Dec 2023; it does not label this as original publication or revision. URL-embedded 2016 is not used as date evidence.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_displayed_date_type_unspecified"
    },
    "eligibility_register_id": "comm-12",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-13",
    "title": "GDS collaborative research analysis",
    "function": "design/research",
    "source_url": "https://www.gov.uk/service-manual/user-research/analyse-a-research-session",
    "source_title": "Analyse a research session",
    "evidence_status": "documented-procedure",
    "functions": [
      "design/research"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2016-05-24",
    "source_type": "Official research handbook",
    "source_caveats": {
      "quality_checks": [
        "Capture what happened before interpreting",
        "Use separate note colors for findings and actions"
      ],
      "unknowns": [
        "Inter-rater agreement",
        "Treatment of contradictory observations",
        "Downstream implementation rate"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2016-05-24",
      "updated": "2016-05-24",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.gov.uk/service-manual/user-research/analyse-a-research-session",
      "evidence_note": "Updates to this page explicitly labels both publication and last update 24 May 2016; first-publication history matches.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_explicit_publication_and_update"
    },
    "eligibility_register_id": "comm-13",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-14",
    "title": "GDS moderated usability session",
    "function": "design/research",
    "source_url": "https://www.gov.uk/service-manual/user-research/using-moderated-usability-testing",
    "source_title": "Using moderated usability testing",
    "evidence_status": "documented-procedure",
    "functions": [
      "design/research"
    ],
    "aliases": [],
    "pattern_ids": [
      "P01",
      "P09"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2017-10-03 (last updated)",
    "source_type": "Official research handbook",
    "source_caveats": {
      "quality_checks": [
        "Pilot instructions",
        "Consistent task delivery",
        "Neutral prompts"
      ],
      "unknowns": [
        "Task-specific success thresholds",
        "Results from any particular service"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2017-02-21",
      "updated": "2017-10-03",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.gov.uk/service-manual/user-research/using-moderated-usability-testing",
      "evidence_note": "Updates to this page explicitly labels Published 21 February 2017 and Last updated 3 October 2017; update history explains the change.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_explicit_publication_and_update"
    },
    "eligibility_register_id": "comm-14",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-15",
    "title": "IDEO.org field-learning download",
    "function": "design/research",
    "source_url": "https://www.designkit.org/methods/download-your-learnings.html",
    "source_title": "Download Your Learnings",
    "evidence_status": "documented-procedure",
    "functions": [
      "design/research"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02",
      "P01"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Original organization method guide",
    "source_caveats": {
      "quality_checks": [
        "Listen attentively",
        "Download while experiences remain fresh"
      ],
      "unknowns": [
        "Formal validation rules",
        "Later synthesis and decision procedure"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.designkit.org/methods/download-your-learnings.html",
      "evidence_note": "Original Design Kit method page reopened. No publication/update label established in retrieved text.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "not_stated_in_retrieved_page"
    },
    "eligibility_register_id": "comm-15",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-16",
    "title": "NN/g open card sorting",
    "function": "design/research",
    "source_url": "https://www.nngroup.com/articles/card-sorting-definition/",
    "source_title": "Card Sorting: Uncover Users' Mental Models",
    "evidence_status": "documented-procedure",
    "functions": [
      "design/research"
    ],
    "aliases": [],
    "pattern_ids": [
      "P01"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Expert-authored method procedure",
    "source_caveats": {
      "quality_checks": [
        "Avoid shared wording that mechanically cues grouping",
        "Pilot clarity"
      ],
      "unknowns": [
        "Specific dataset and resulting taxonomy",
        "Implementation effects"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2024-02-02",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.nngroup.com/articles/card-sorting-definition/",
      "evidence_note": "Author/title block displays February 2, 2024 and 2024-02-02. Recorded as displayed publication date; no separate update date found.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_displayed_publication_date"
    },
    "eligibility_register_id": "comm-16",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-17",
    "title": "IBM user-journey playback",
    "function": "design/research",
    "source_url": "https://www.ibm.com/training/enterprise-design-thinking/framework",
    "source_title": "Enterprise Design Thinking Framework",
    "evidence_status": "documented-procedure",
    "functions": [
      "design/research"
    ],
    "aliases": [],
    "pattern_ids": [
      "P01"
    ],
    "split": "held-out",
    "fit": "qualified",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Original organization framework and procedure",
    "source_caveats": {
      "quality_checks": [
        "Review the complete journey",
        "Give participants a voice"
      ],
      "unknowns": [
        "Formal acceptance thresholds",
        "Observed release outcomes"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
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    "source_dates": {
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      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.ibm.com/training/enterprise-design-thinking/framework",
      "evidence_note": "Original IBM framework page reopened. No page publication/update label established; dates from separate downloadable toolkit assets are not assigned to this page.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "not_stated_in_retrieved_page"
    },
    "eligibility_register_id": "comm-17",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-19",
    "title": "Atlassian DACI decision record",
    "function": "leadership/strategy",
    "source_url": "https://www.atlassian.com/team-playbook/plays/daci",
    "source_title": "DACI Decision-Making Framework",
    "evidence_status": "documented-procedure",
    "functions": [
      "leadership/strategy",
      "administration/project coordination"
    ],
    "aliases": [
      "svc-21"
    ],
    "pattern_ids": [
      "P02",
      "P07",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Official facilitation procedure",
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      "quality_checks": [
        "Separate contributor input from final authority",
        "Record reasons for future reference"
      ],
      "unknowns": [
        "Whether listed benefits hold in practice",
        "Escalation when approver is unavailable"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.atlassian.com/team-playbook/plays/daci",
      "evidence_note": "Original DACI play reopened. No publication/update label established. Footer copyright 2025 is not a publication date.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "not_stated_in_retrieved_page"
    },
    "eligibility_register_id": "comm-19",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-20",
    "title": "Atlassian project premortem",
    "function": "leadership/strategy",
    "source_url": "https://www.atlassian.com/team-playbook/plays/pre-mortem",
    "source_title": "Pre-mortem project management strategy",
    "evidence_status": "documented-procedure",
    "functions": [
      "leadership/strategy"
    ],
    "aliases": [],
    "pattern_ids": [
      "P08",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
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    "source_date_if_verified": null,
    "source_type": "Official facilitation procedure with illustrated team examples",
    "source_caveats": {
      "quality_checks": [
        "Quantify time or cost where available",
        "Every commitment gets an owner and deadline"
      ],
      "unknowns": [
        "Mitigation follow-through",
        "Measured predictive accuracy"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
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    "source_dates": {
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      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.atlassian.com/team-playbook/plays/pre-mortem",
      "evidence_note": "Original premortem play reopened. No publication/update label established; timing estimates refer to the workshop, not publication.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "not_stated_in_retrieved_page"
    },
    "eligibility_register_id": "comm-20",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-21",
    "title": "Nesta theory-of-change construction",
    "function": "leadership/strategy",
    "source_url": "https://www.nesta.org.uk/toolkit/theory-change/",
    "source_title": "Understanding the theory of change model",
    "evidence_status": "documented-procedure",
    "functions": [
      "leadership/strategy"
    ],
    "aliases": [],
    "pattern_ids": [],
    "split": "training",
    "fit": "unmapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Original foundation toolkit",
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      "quality_checks": [
        "Make effects specific and evidence-based",
        "Surface assumptions for testing"
      ],
      "unknowns": [
        "Source-specific implementation outcomes",
        "Detailed falsification procedure"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
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    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.nesta.org.uk/toolkit/theory-change/",
      "evidence_note": "Original Nesta toolkit page reopened and checked for date labels. No publication/update date established; footer copyright year is excluded.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "not_stated_in_retrieved_page"
    },
    "eligibility_register_id": "comm-21",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-22",
    "title": "Outcome Harvesting for strategic learning",
    "function": "leadership/strategy",
    "source_url": "https://www.betterevaluation.org/methods-approaches/approaches/outcome-harvesting",
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    "evidence_status": "documented-procedure",
    "functions": [
      "leadership/strategy"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02",
      "P05"
    ],
    "split": "training",
    "fit": "mapped",
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    "source_date_if_verified": null,
    "source_type": "Method-developer-contributed evaluation guide",
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        "Observable changes",
        "Independent knowledgeable sources",
        "Open questions beyond planned outcomes"
      ],
      "unknowns": [
        "Application-specific sampling",
        "Strength of causal inference in a particular harvest"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.betterevaluation.org/methods-approaches/approaches/outcome-harvesting",
      "evidence_note": "Direct original-page opens returned an internal retrieval error in this pass; search returned original-page text but no page publication/update label. Dates 2012 and 2013 describe a cited external guide, not this page. Date remains unavailable.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "unavailable_retrieval_limited"
    },
    "eligibility_register_id": "comm-22",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-23",
    "title": "Zapier's AI proposal pressure-test",
    "function": "leadership/strategy",
    "source_url": "https://www.chatprd.ai/how-i-ai/ea-ai-workflows-for-meetings-culture-and-strategy",
    "source_title": "How I AI: Zapier EA Cortney Hickey's 4 AI Workflows for Meeting Prep, Culture Reinforcement, and Strategy",
    "evidence_status": "practitioner-reported",
    "functions": [
      "leadership/strategy"
    ],
    "aliases": [],
    "pattern_ids": [
      "P03",
      "P08"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2025-12-15",
    "source_type": "Original interview and published demonstration walkthrough",
    "source_caveats": {
      "quality_checks": [
        "Context-based comparison"
      ],
      "unknowns": [
        "Full prompt",
        "False-positive critiques",
        "Independent assessment",
        "No video or system was run by this researcher"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2025-12-15",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.chatprd.ai/how-i-ai/ea-ai-workflows-for-meetings-culture-and-strategy",
      "evidence_note": "Original How I AI article header displays December 15, 2025 beside reading time. Article date is not independently verified recording or video-upload date; no separate update label found.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_displayed_publication_date"
    },
    "eligibility_register_id": "comm-23",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "comm-24",
    "title": "Zapier's source-grounded strategy companion",
    "function": "leadership/strategy",
    "source_url": "https://www.chatprd.ai/how-i-ai/ea-ai-workflows-for-meetings-culture-and-strategy",
    "source_title": "How I AI: Zapier EA Cortney Hickey's 4 AI Workflows for Meeting Prep, Culture Reinforcement, and Strategy",
    "evidence_status": "practitioner-reported",
    "functions": [
      "leadership/strategy"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02"
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    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2025-12-15",
    "source_type": "Original interview and published demonstration walkthrough",
    "source_caveats": {
      "quality_checks": [
        "Inspect citations and consequential interpretations"
      ],
      "unknowns": [
        "Retrieval accuracy",
        "Access design",
        "Update ownership",
        "No video or system was run by this researcher"
      ],
      "provenance_note": "Summary through context_constraints paraphrase source-backed mechanics. structural_motifs, candidate_midlevel_pattern, transfer_example_explicitly_hypothetical and transfer_limit are analyst interpretations, not tested findings."
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      "published": "2025-12-15",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.chatprd.ai/how-i-ai/ea-ai-workflows-for-meetings-culture-and-strategy",
      "evidence_note": "Same original How I AI article as comm-23: header displays December 15, 2025. Article date is not independently verified recording or video-upload date; no separate update label found.",
      "checked_at": "2026-10-18T03:01:00Z",
      "status": "verified_displayed_publication_date"
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    "eligibility_register_id": "comm-24",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-FIN-01",
    "title": "GitLab balance-sheet reconciliation",
    "function": "finance",
    "source_url": "https://handbook.gitlab.com/handbook/finance/accounting/",
    "source_title": "Accounting and Reporting — Account Reconciliation Policy",
    "evidence_status": "documented-procedure",
    "functions": [
      "finance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P05"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Organizational handbook",
    "source_caveats": {
      "quality_checks": [
        "Preparer differs from reviewer"
      ],
      "unknowns": [
        "Actual compliance and error rates",
        "Page mixes FloQast and BlackLine references; tool transition unresolved"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-03-18",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/finance/accounting/",
      "evidence_note": "Page footer explicitly says Last modified March 18, 2026. This is page-level modification, not a verified change date for the reconciliation subsection. No publication date displayed.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_publication_or_update"
    },
    "eligibility_register_id": "OP-FIN-01",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-FIN-02",
    "title": "GitLab supplier-invoice intake",
    "function": "finance",
    "source_url": "https://handbook.gitlab.com/handbook/finance/accounts-payable/",
    "source_title": "Accounts Payable",
    "evidence_status": "documented-procedure",
    "functions": [
      "finance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P04",
      "P05"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Organizational handbook",
    "source_caveats": {
      "quality_checks": [
        "Invoice required; quotation insufficient",
        "PO balance check"
      ],
      "unknowns": [
        "Observed cycle time",
        "Duplicate-detection implementation"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-09-15",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/finance/accounts-payable/",
      "evidence_note": "Page footer explicitly says Last modified September 15, 2026. No publication date displayed.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_publication_or_update"
    },
    "eligibility_register_id": "OP-FIN-02",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-FIN-03",
    "title": "Houston bank-to-ledger reconciliation",
    "function": "finance",
    "source_url": "https://www.uhsystem.edu/resources/compliance-ethics/uhs-policies/sams/03-fiscal-affairs/03g06/index.php",
    "source_title": "03.G.06 — Bank Account Reconciliation Procedures",
    "evidence_status": "documented-procedure",
    "functions": [
      "finance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P05"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2022-01-10",
    "source_type": "Institutional procedure",
    "source_caveats": {
      "quality_checks": [
        "Dated preparer and management certification"
      ],
      "unknowns": [
        "Matching algorithms",
        "Materiality thresholds"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2022-01-10",
      "other_date_type": "policy_last_reviewed_or_revised",
      "evidence_url": "https://www.uhsystem.edu/resources/compliance-ethics/uhs-policies/sams/03-fiscal-affairs/03g06/index.php",
      "evidence_note": "Policy footer labels 01/10/2022 Last Reviewed/Revised; also labels 03/08/2002 Issued. US date ordering used. These are policy dates, not verified webpage publication or update dates.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_other_date_only"
    },
    "eligibility_register_id": "OP-FIN-03",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-FIN-04",
    "title": "State Tech journal-entry approval",
    "function": "finance",
    "source_url": "https://statetechmo.edu/journal-entry-preparation-and-approval-policy/",
    "source_title": "Journal Entry Preparation and Approval Policy",
    "evidence_status": "documented-procedure",
    "functions": [
      "finance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P05"
    ],
    "split": "training",
    "fit": "mapped",
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    "source_date_if_verified": "2025-10-22",
    "source_type": "Institutional policy with procedure",
    "source_caveats": {
      "quality_checks": [
        "Separate preparer and approver",
        "Amounts tie to support"
      ],
      "unknowns": [
        "Rejection/rework procedure",
        "Posting step",
        "Audit results"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2025-10-22",
      "other_date_type": "policy_effective_and_approval",
      "evidence_url": "https://statetechmo.edu/journal-entry-preparation-and-approval-policy/",
      "evidence_note": "Policy explicitly labels October 22, 2025 as both effective date and presidential approval date. Webpage publication/update dates not displayed.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_other_date_only"
    },
    "eligibility_register_id": "OP-FIN-04",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-FIN-05",
    "title": "FinOps cost-anomaly investigation",
    "function": "finance",
    "source_url": "https://www.finops.org/framework/capabilities/anomaly-management/",
    "source_title": "Anomaly Management — FinOps Framework",
    "evidence_status": "documented-procedure",
    "functions": [
      "finance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P06",
      "P04"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Practitioner foundation operating guidance",
    "source_caveats": {
      "quality_checks": [
        "Inspect subcategories rather than aggregates alone"
      ],
      "unknowns": [
        "Specific adopting organization",
        "Alert thresholds",
        "Measured effectiveness"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.finops.org/framework/capabilities/anomaly-management/",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-FIN-05",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-ENG-01",
    "title": "PagerDuty NTP incident recovery",
    "function": "engineering/IT",
    "source_url": "https://sre.google/workbook/incident-response/",
    "source_title": "SRE Workbook — Incident Response, PagerDuty case",
    "evidence_status": "practitioner-reported",
    "functions": [
      "engineering/IT"
    ],
    "aliases": [],
    "pattern_ids": [
      "P06",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Original practitioner incident account",
    "source_caveats": {
      "quality_checks": [
        "Service-owner recovery confirmation"
      ],
      "unknowns": [
        "Exact configuration change",
        "Controlled comparison of response effectiveness"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2017-10-06",
      "other_date_type": "reported_incident_date",
      "evidence_url": "https://sre.google/workbook/incident-response/",
      "evidence_note": "Case text dates the PagerDuty incident October 6, 2017. Footer gives book copyright 2018, which is not treated as webpage publication. Chapter publication and update dates not established.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_other_date_only"
    },
    "eligibility_register_id": "OP-ENG-01",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-ENG-02",
    "title": "PagerDuty evidence-linked postmortem",
    "function": "engineering/IT",
    "source_url": "https://response.pagerduty.com/after/post_mortem_process/",
    "source_title": "Postmortem Process",
    "evidence_status": "documented-procedure",
    "functions": [
      "engineering/IT"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02",
      "P06",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Organizational operating handbook",
    "source_caveats": {
      "quality_checks": [
        "Evidence for timeline assertions",
        "Participant review"
      ],
      "unknowns": [
        "Follow-up ticket completion rate",
        "Measured recurrence reduction"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://response.pagerduty.com/after/post_mortem_process/",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-ENG-02",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-ENG-03",
    "title": "Amazon two-phase protocol rollout",
    "function": "engineering/IT",
    "source_url": "https://builder.aws.com/content/3F04j2yRAAMBuPSPs50xwXZqg01/ensuring-rollback-safety-during-deployments",
    "source_title": "Ensuring rollback safety during deployments",
    "evidence_status": "practitioner-reported",
    "functions": [
      "engineering/IT"
    ],
    "aliases": [],
    "pattern_ids": [
      "P11",
      "P09"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2019-12-05",
    "source_type": "Original engineer walkthrough",
    "source_caveats": {
      "quality_checks": [
        "Every-host verification",
        "Predeployment mixed-version and downgrade tests in a representative test environment"
      ],
      "unknowns": [
        "Actual rollout metrics",
        "Universal bake duration"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2019-12-05",
      "updated": "2019-12-05",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://builder.aws.com/content/3F04j2yRAAMBuPSPs50xwXZqg01/ensuring-rollback-safety-during-deployments",
      "evidence_note": "Article heading explicitly displays Published Dec 5, 2019 and Last modified Dec 5, 2019.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_publication_or_update"
    },
    "eligibility_register_id": "OP-ENG-03",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-ENG-04",
    "title": "Mozilla defect triage",
    "function": "engineering/IT",
    "source_url": "https://firefox-source-docs.mozilla.org/bug-mgmt/policies/triage-bugzilla.html",
    "source_title": "Triage for Bugzilla",
    "evidence_status": "documented-procedure",
    "functions": [
      "engineering/IT"
    ],
    "aliases": [],
    "pattern_ids": [
      "P04",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Project operating policy",
    "source_caveats": {
      "quality_checks": [
        "Severity-change rationale",
        "Defects cannot use N/A severity"
      ],
      "unknowns": [
        "Actual triage adherence",
        "Classifier accuracy"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://firefox-source-docs.mozilla.org/bug-mgmt/policies/triage-bugzilla.html",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-ENG-04",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-ENG-05",
    "title": "GitLab scoped access request",
    "function": "engineering/IT",
    "source_url": "https://handbook.gitlab.com/handbook/eta/corporate-it/end-user-services/access-requests/frequently-asked-questions/",
    "source_title": "Access Requests (AR) in Compass FAQs",
    "evidence_status": "documented-procedure",
    "functions": [
      "engineering/IT"
    ],
    "aliases": [],
    "pattern_ids": [
      "P04",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2026-09-15",
    "source_type": "Organizational handbook",
    "source_caveats": {
      "quality_checks": [
        "Explicit permission scope",
        "Approval captured in same record"
      ],
      "unknowns": [
        "Provisioning verification detail",
        "Actual auto-close behavior"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-09-15",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/eta/corporate-it/end-user-services/access-requests/frequently-asked-questions/",
      "evidence_note": "Page footer explicitly says Last modified September 15, 2026. Original publication date not displayed.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_publication_or_update"
    },
    "eligibility_register_id": "OP-ENG-05",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-LEG-01",
    "title": "ICO subject-access response preparation",
    "function": "legal/compliance",
    "source_url": "https://ico.org.uk/for-organisations/advice-for-small-organisations/subject-access-requests-sar/how-to-deal-with-a-request-for-information-a-step-by-step-guide/",
    "source_title": "How to deal with a request for information: a step-by-step guide",
    "evidence_status": "documented-procedure",
    "functions": [
      "legal/compliance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02",
      "P03"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Regulator procedural guidance",
    "source_caveats": {
      "quality_checks": [
        "Check redactions cannot reveal hidden text"
      ],
      "unknowns": [
        "Current applicability of every detail",
        "Search completeness",
        "Empirical success rate"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://ico.org.uk/for-organisations/advice-for-small-organisations/subject-access-requests-sar/how-to-deal-with-a-request-for-information-a-step-by-step-guide/",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-LEG-01",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-LEG-02",
    "title": "ICO data-protection impact assessment",
    "function": "legal/compliance",
    "source_url": "https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/accountability-and-governance/data-protection-impact-assessments-dpias/how-do-we-do-a-dpia/",
    "source_title": "How do we do a DPIA?",
    "evidence_status": "documented-procedure",
    "functions": [
      "legal/compliance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P08"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Regulator procedural guidance",
    "source_caveats": {
      "quality_checks": [
        "Documented outcomes and sign-off"
      ],
      "unknowns": [
        "Actual implementation evidence",
        "Review cadence",
        "Risk acceptance in a specific organization"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/accountability-and-governance/data-protection-impact-assessments-dpias/how-do-we-do-a-dpia/",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-LEG-02",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-LEG-03",
    "title": "Queen's contract-review intake and completion",
    "function": "legal/compliance",
    "source_url": "https://www.queensu.ca/secretariat/legal-counsel/contract-review",
    "source_title": "Contract Review",
    "evidence_status": "documented-procedure",
    "functions": [
      "legal/compliance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P04",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Institutional procedure",
    "source_caveats": {
      "quality_checks": [
        "Required fields block incomplete submissions"
      ],
      "unknowns": [
        "Substantive review checklist",
        "Negotiation steps",
        "Observed turnaround"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.queensu.ca/secretariat/legal-counsel/contract-review",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-LEG-03",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-LEG-04",
    "title": "Teachers College conflict-management plan",
    "function": "legal/compliance",
    "source_url": "https://www.tc.columbia.edu/vpa/coi/management-procedures/",
    "source_title": "Management Procedures — Conflict of Interest",
    "evidence_status": "documented-procedure",
    "functions": [
      "legal/compliance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P04",
      "P08"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Institutional procedure",
    "source_caveats": {
      "quality_checks": [
        "Multiple designated reviews and signatures"
      ],
      "unknowns": [
        "Enforcement results",
        "Specific mitigation options",
        "False-negative rate"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.tc.columbia.edu/vpa/coi/management-procedures/",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-LEG-04",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-LEG-05",
    "title": "CWU litigation-hold preservation",
    "function": "legal/compliance",
    "source_url": "https://www.cwu.edu/about/offices/information-services/policy-management/standards-procedures/litigation-hold-standard.php",
    "source_title": "InfoSec-Standard-009 — Litigation Hold Standard",
    "evidence_status": "documented-procedure",
    "functions": [
      "legal/compliance"
    ],
    "aliases": [],
    "pattern_ids": [
      "P10"
    ],
    "split": "training",
    "fit": "partial",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2026-06-15",
    "source_type": "Institutional standard and procedure",
    "source_caveats": {
      "quality_checks": [
        "Evidence checklist",
        "Follow-up compliance actions"
      ],
      "unknowns": [
        "Missing words in published text",
        "Actual preservation verification",
        "Implementation coverage"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2026-06-15",
      "other_date_type": "standard_effective_and_review",
      "evidence_url": "https://www.cwu.edu/about/offices/information-services/policy-management/standards-procedures/litigation-hold-standard.php",
      "evidence_note": "Standard header says Effective June 15, 2026; history says Review/Effective Date 06/15/26. Scheduled review year 2030 is not a past update. Webpage publication/update dates not established.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_other_date_only"
    },
    "eligibility_register_id": "OP-LEG-05",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-PROC-01",
    "title": "Scottish technical-tender moderation",
    "function": "procurement/operations",
    "source_url": "https://procurementjourney.scot/index.php/route-3/evaluation/technical-evaluation",
    "source_title": "Technical Evaluation — Route 3",
    "evidence_status": "documented-procedure",
    "functions": [
      "procurement/operations"
    ],
    "aliases": [],
    "pattern_ids": [
      "P07"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Government procurement operating guidance",
    "source_caveats": {
      "quality_checks": [
        "No invented bidder details",
        "Criteria cannot change during evaluation"
      ],
      "unknowns": [
        "Inter-rater reliability",
        "Resolution method when consensus fails"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://procurementjourney.scot/index.php/route-3/evaluation/technical-evaluation",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-PROC-01",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-PROC-02",
    "title": "Federal proposed-price analysis",
    "function": "procurement/operations",
    "source_url": "https://www.acquisition.gov/far/15.404-1",
    "source_title": "FAR 15.404-1 — Proposal analysis techniques",
    "evidence_status": "documented-procedure",
    "functions": [
      "procurement/operations"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02"
    ],
    "split": "held-out",
    "fit": "qualified",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Government acquisition operating rule",
    "source_caveats": {
      "quality_checks": [
        "Historical price must be a valid comparator"
      ],
      "unknowns": [
        "Actual decision trace",
        "Practitioner error rates",
        "Current rule-version date"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2026-03-13",
      "other_date_type": "displayed_FAC_edition_effective_date",
      "evidence_url": "https://www.acquisition.gov/far/15.404-1",
      "evidence_note": "Page header identifies FAC 2026-01, Effective Date 03/13/2026. This is the displayed FAR compilation edition, not proof this section changed on that date, and not webpage publication/update.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_other_date_only"
    },
    "eligibility_register_id": "OP-PROC-02",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-PROC-03",
    "title": "Logistics Cluster blind stock spot-check",
    "function": "procurement/operations",
    "source_url": "https://log.logcluster.org/en/monitoring-and-counting",
    "source_title": "Monitoring and Counting — Logistics Operational Guide",
    "evidence_status": "documented-procedure",
    "functions": [
      "procurement/operations"
    ],
    "aliases": [],
    "pattern_ids": [
      "P05"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Humanitarian operating guide",
    "source_caveats": {
      "quality_checks": [
        "Blind count",
        "Independent second counter"
      ],
      "unknowns": [
        "Downstream correction approval",
        "Observed loss reduction"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://log.logcluster.org/en/monitoring-and-counting",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-PROC-03",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-PROC-04",
    "title": "Tennessee receipt-to-invoice match",
    "function": "procurement/operations",
    "source_url": "https://policy.tennessee.edu/procedure/procedure-for-fi0405-procurement-receiving-materials/",
    "source_title": "Procedure for FI0405: Procurement — Receiving Materials",
    "evidence_status": "documented-procedure",
    "functions": [
      "procurement/operations"
    ],
    "aliases": [],
    "pattern_ids": [
      "P05",
      "P06"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2024-08-30",
    "source_type": "Institutional procedure",
    "source_caveats": {
      "quality_checks": [
        "Three-way match",
        "Partial receipts reflect actual quantities"
      ],
      "unknowns": [
        "How disputes ultimately close",
        "System enforcement detail"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2024-08-30",
      "other_date_type": "procedure_effective",
      "evidence_url": "https://policy.tennessee.edu/procedure/procedure-for-fi0405-procurement-receiving-materials/",
      "evidence_note": "Procedure footer explicitly says Version 1, Effective 08/30/2024. No separate webpage publication/update date displayed.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "verified_other_date_only"
    },
    "eligibility_register_id": "OP-PROC-04",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-PROC-05",
    "title": "Scottish supplier-performance correction",
    "function": "procurement/operations",
    "source_url": "https://www.procurementjourney.scot/route-2/contract-and-supplier-management/contract-and-supplier-management-guidance-non-procurement",
    "source_title": "Contract and Supplier Management Guidance for Non-Procurement Staff — Route 2",
    "evidence_status": "documented-procedure",
    "functions": [
      "procurement/operations"
    ],
    "aliases": [],
    "pattern_ids": [
      "P06",
      "P10"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Government procurement operating guidance",
    "source_caveats": {
      "quality_checks": [
        "Check what contract permits"
      ],
      "unknowns": [
        "Outcome metrics",
        "Evidence needed to verify correction",
        "Detailed escalation ladder"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.procurementjourney.scot/route-2/contract-and-supplier-management/contract-and-supplier-management-guidance-non-procurement",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-PROC-05",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "OP-PROC-06",
    "title": "Scottish contract-variation control",
    "function": "procurement/operations",
    "source_url": "https://www.procurementjourney.scot/index.php/route-3/contract-and-supplier-management/variations-extensions-amendments",
    "source_title": "Variations / Extensions / Amendments — Route 3",
    "evidence_status": "documented-procedure",
    "functions": [
      "procurement/operations"
    ],
    "aliases": [],
    "pattern_ids": [
      "P08",
      "P11"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Government procurement operating guidance",
    "source_caveats": {
      "quality_checks": [
        "Approval before supplier negotiations",
        "Retain signed change evidence"
      ],
      "unknowns": [
        "Actual organizational implementation",
        "Time to approval",
        "Validated effect on scope creep"
      ],
      "evidence_notes": "Mechanics paraphrased from the cited source. Motifs, candidate pattern and transfer fields are analyst interpretation; not claims made by the source."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.procurementjourney.scot/index.php/route-3/contract-and-supplier-management/variations-extensions-amendments",
      "evidence_note": "Original page reopened and accessible page text checked. No explicit publication or last-update date found. Access/crawl dates and generic copyright notices are not publication dates; hidden metadata or complete version history not verified.",
      "checked_at": "2026-10-18T03:00:44Z",
      "status": "not_found_in_accessible_source"
    },
    "eligibility_register_id": "OP-PROC-06",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-01",
    "title": "Prepare and iterate a discovery conversation",
    "function": "sales",
    "source_url": "https://handbook.gitlab.com/handbook/sales/playbook/discovery/",
    "source_title": "Effective Discovery",
    "evidence_status": "documented-procedure",
    "functions": [
      "sales"
    ],
    "aliases": [],
    "pattern_ids": [
      "P01"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "First-party public handbook",
    "source_caveats": {
      "quality_checks": [
        "Avoid premature product positioning."
      ],
      "unknowns": [
        "Actual conversion effects",
        "Question selection algorithm"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-09-24",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/sales/playbook/discovery/",
      "evidence_note": "Original handbook footer explicitly states Last modified 2026-09-24. Original publication date is not provided in retrieved text. This is page-level modification, not proof that this workflow changed on that date; several entries concern handbook-wide renaming.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
    },
    "eligibility_register_id": "svc-01",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-02",
    "title": "Maintain a reviewed opportunity plan",
    "function": "sales",
    "source_url": "https://handbook.gitlab.com/handbook/sales/command-of-the-message/command-plan/",
    "source_title": "Command Plan",
    "evidence_status": "documented-procedure",
    "functions": [
      "sales"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "First-party public handbook",
    "source_caveats": {
      "quality_checks": [
        "Manager review identifies prioritized gaps and owners."
      ],
      "unknowns": [
        "Review effectiveness",
        "Actual plan examples"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-09-24",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/sales/command-of-the-message/command-plan/",
      "evidence_note": "Original handbook footer explicitly states Last modified 2026-09-24. Original publication date is not provided in retrieved text. This is page-level modification, not proof that this workflow changed on that date; several entries concern handbook-wide renaming.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
    },
    "eligibility_register_id": "svc-02",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-03",
    "title": "Hand off a qualified opportunity",
    "function": "sales",
    "source_url": "https://handbook.gitlab.com/handbook/sales/sales-development/",
    "source_title": "Sales Development",
    "evidence_status": "documented-procedure",
    "functions": [
      "sales"
    ],
    "aliases": [],
    "pattern_ids": [
      "P04",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "First-party public handbook",
    "source_caveats": {
      "quality_checks": [
        "Acceptance and feedback are time-bounded."
      ],
      "unknowns": [
        "Observed handoff failures",
        "Exact contents for every handoff type"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-09-29",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/sales/sales-development/",
      "evidence_note": "Original handbook footer explicitly states Last modified 2026-09-29. Original publication date is not provided in retrieved text. This is page-level modification, not proof that this workflow changed on that date; several entries concern handbook-wide renaming.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
    },
    "eligibility_register_id": "svc-03",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-07",
    "title": "Triage a support request to the right route",
    "function": "customer service/success",
    "source_url": "https://handbook.gitlab.com/handbook/support/workflows/ticket_triage/",
    "source_title": "Triaging Tickets",
    "evidence_status": "documented-procedure",
    "functions": [
      "customer service/success"
    ],
    "aliases": [],
    "pattern_ids": [
      "P04"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "First-party public handbook",
    "source_caveats": {
      "quality_checks": [
        "Accurate category and environment fields."
      ],
      "unknowns": [
        "Routing accuracy",
        "Ambiguous entitlement resolution"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-07-29",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/support/workflows/ticket_triage/",
      "evidence_note": "Original handbook footer explicitly states Last modified 2026-07-29. Original publication date is not provided in retrieved text. This is page-level modification, not proof that this workflow changed on that date; several entries concern handbook-wide renaming.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
    },
    "eligibility_register_id": "svc-07",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-08",
    "title": "Coordinate an account escalation through agreed closure",
    "function": "customer service/success",
    "source_url": "https://handbook.gitlab.com/handbook/customer-experience/csm/escalations/",
    "source_title": "Customer Success Escalations Process",
    "evidence_status": "documented-procedure",
    "functions": [
      "customer service/success"
    ],
    "aliases": [],
    "pattern_ids": [
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "First-party public handbook",
    "source_caveats": {
      "quality_checks": [
        "Exit criteria and owners stay current.",
        "Both parties agree on resolution."
      ],
      "unknowns": [
        "Real resolution duration",
        "Effect of cadence"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-09-24",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/customer-experience/csm/escalations/",
      "evidence_note": "Original handbook footer explicitly states Last modified 2026-09-24. Original publication date is not provided in retrieved text. This is page-level modification, not proof that this workflow changed on that date; several entries concern handbook-wide renaming.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
    },
    "eligibility_register_id": "svc-08",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-09",
    "title": "Respond to a customer emergency",
    "function": "customer service/success",
    "source_url": "https://handbook.gitlab.com/handbook/support/workflows/customer_emergencies_workflows/",
    "source_title": "How to Perform Customer Emergencies Duties",
    "evidence_status": "documented-procedure",
    "functions": [
      "customer service/success"
    ],
    "aliases": [],
    "pattern_ids": [
      "P06",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "First-party public handbook",
    "source_caveats": {
      "quality_checks": [
        "Contact customer before resolving the alert."
      ],
      "unknowns": [
        "Outcome rates",
        "Detailed technical diagnosis for individual incidents"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": "2026-09-24",
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://handbook.gitlab.com/handbook/support/workflows/customer_emergencies_workflows/",
      "evidence_note": "Original handbook footer explicitly states Last modified 2026-09-24. Original publication date is not provided in retrieved text. This is page-level modification, not proof that this workflow changed on that date; several entries concern handbook-wide renaming.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
    },
    "eligibility_register_id": "svc-09",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-10",
    "title": "Turn customer feedback into prioritized improvements",
    "function": "customer service/success",
    "source_url": "https://www.helpscout.com/blog/customer-feedback/",
    "source_title": "How To Collect and Act on Customer Service Feedback",
    "evidence_status": "practitioner-reported",
    "functions": [
      "customer service/success"
    ],
    "aliases": [],
    "pattern_ids": [
      "P02",
      "P07",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2025-10-20",
    "source_type": "First-party practitioner account",
    "source_caveats": {
      "quality_checks": [
        "Interpret scores alongside comments and case context."
      ],
      "unknowns": [
        "Full prioritization rubric",
        "Implementation lead time"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2025-10-20",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.helpscout.com/blog/customer-feedback/",
      "evidence_note": "Original page's article header/byline displays 2025-10-20; treated as the displayed article publication date. No distinct last-updated date found in retrieved text.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_published_only"
    },
    "eligibility_register_id": "svc-10",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-12",
    "title": "Investigate a service complaint and communicate findings",
    "function": "customer service/success",
    "source_url": "https://www.ombudsman.org.uk/sites/default/files/MCHP_NHS_CS_Dec_2022.pdf",
    "source_title": "Model complaint handling procedure: NHS Complaint Standards",
    "evidence_status": "documented-procedure",
    "functions": [
      "customer service/success"
    ],
    "aliases": [],
    "pattern_ids": [
      "P06",
      "P03"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "Public ombudsman model procedure",
    "source_caveats": {
      "quality_checks": [
        "Consider comments before final response.",
        "Responsible person or delegate signs."
      ],
      "unknowns": [
        "Local adoption",
        "Actual case outcomes",
        "Current superseding procedure",
        "Publication date independently verified from document text or official listing"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer.",
      "source_date_provenance": "Month and year encoded in the PDF filename MCHP_NHS_CS_Dec_2022.pdf; no publication date verified in extracted document text."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2022-12",
      "other_date_type": "filename_indicated_month",
      "evidence_url": "https://www.ombudsman.org.uk/sites/default/files/MCHP_NHS_CS_Dec_2022.pdf",
      "evidence_note": "Original PDF reopened; filename MCHP_NHS_CS_Dec_2022.pdf indicates December 2022. No publication or revision date verified in extracted PDF text; text search for 2022 returns no match. The filename hint is not a verified publication date.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "filename_hint_only"
    },
    "eligibility_register_id": "svc-12",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-13",
    "title": "Define a role before assessing applicants",
    "function": "people/HR",
    "source_url": "https://buffer.com/resources/hiring-process/",
    "source_title": "How We Hire: A Look Inside Our Hiring Process",
    "evidence_status": "practitioner-reported",
    "functions": [
      "people/HR"
    ],
    "aliases": [],
    "pattern_ids": [
      "P03",
      "P10"
    ],
    "split": "held-out",
    "fit": "qualified",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2018-03-14",
    "source_type": "First-party practitioner account",
    "source_caveats": {
      "quality_checks": [
        "Common criteria support consistent evaluation."
      ],
      "unknowns": [
        "Current process",
        "Actual bias reduction"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2018-03-14",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://buffer.com/resources/hiring-process/",
      "evidence_note": "Original page's article header/byline displays 2018-03-14; treated as the displayed article publication date. No distinct last-updated date found in retrieved text.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_published_only"
    },
    "eligibility_register_id": "svc-13",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-14",
    "title": "Prepare a candidate-facing question guide",
    "function": "people/HR",
    "source_url": "https://buffer.com/resources/buffer-q-a-doc/",
    "source_title": "We Send A Q&A Doc To Candidates Before We Meet Them: Here’s Why and How",
    "evidence_status": "practitioner-reported",
    "functions": [
      "people/HR"
    ],
    "aliases": [],
    "pattern_ids": [
      "P03"
    ],
    "split": "held-out",
    "fit": "direct",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2026-07-28",
    "source_type": "First-party practitioner account",
    "source_caveats": {
      "quality_checks": [],
      "unknowns": [
        "Maintenance cadence",
        "Factual review",
        "Measured interview impact"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2026-07-28",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://buffer.com/resources/buffer-q-a-doc/",
      "evidence_note": "Original page's article header/byline displays 2026-07-28; treated as the displayed article publication date. No distinct last-updated date found in retrieved text.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_published_only"
    },
    "eligibility_register_id": "svc-14",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-15",
    "title": "Reconcile independent performance reviews",
    "function": "people/HR",
    "source_url": "https://buffer.com/resources/performance-reviews-mixed-feelings/",
    "source_title": "How We Run Performance Reviews At Buffer And Why I Have Mixed Feelings About Them",
    "evidence_status": "practitioner-reported",
    "functions": [
      "people/HR"
    ],
    "aliases": [],
    "pattern_ids": [
      "P07"
    ],
    "split": "held-out",
    "fit": "qualified",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": "2023-08-10",
    "source_type": "First-party practitioner account",
    "source_caveats": {
      "quality_checks": [
        "The author describes independent manager drafting as intended to avoid influence from the self-review; no measured effect is established.",
        "The author describes cross-manager calibration as aiming for consistency; no measured fairness or consistency gain is established."
      ],
      "unknowns": [
        "Measured fairness",
        "Current process",
        "All calibration details"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer.",
      "quality_checks_claim_type": "Practitioner-reported process and intended benefits; not measured effectiveness"
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2023-08-10",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://buffer.com/resources/performance-reviews-mixed-feelings/",
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        "Monthly audit checks tasks and compliance obligations."
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      "unknowns": [
        "Audit exception outcomes",
        "Completion quality"
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      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
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    "eligibility_register_id": "svc-16",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
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  {
    "id": "svc-17",
    "title": "Coordinate a voluntary departure and access closure",
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    "source_title": "GitLab Offboarding",
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      "P10",
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        "Weekly audit; checklist records revocation or non-applicability."
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      "unknowns": [
        "Current jurisdictional requirements",
        "Actual audit compliance"
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      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
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      "evidence_note": "Original handbook footer explicitly states Last modified 2026-09-13. Original publication date is not provided in retrieved text. This is page-level modification, not proof that this workflow changed on that date; several entries concern handbook-wide renaming.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
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    "eligibility_register_id": "svc-17",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
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    "id": "svc-18",
    "title": "Evaluate a realistic work sample with feedback",
    "function": "people/HR",
    "source_url": "https://automattic.com/work-with-us/",
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      "people/HR"
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      "P09",
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    "source_date_if_verified": null,
    "source_type": "First-party hiring process documentation",
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      "quality_checks": [
        "Evaluation emphasizes working approach rather than platform trivia."
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      "unknowns": [
        "Scoring rubric",
        "Inter-rater reliability",
        "Compensation terms for each test"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
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    "source_refreshed_after_final_audit": "2026-10-18",
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      "checked_at": "2026-10-18T03:00:27Z",
      "status": "not_found"
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    "eligibility_register_id": "svc-18",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
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  {
    "id": "svc-19",
    "title": "Turn a retrospective into assigned improvements",
    "function": "administration/project coordination",
    "source_url": "https://www.gov.uk/service-manual/agile-delivery/agile-tools-techniques",
    "source_title": "Agile tools and techniques",
    "evidence_status": "documented-procedure",
    "functions": [
      "administration/project coordination"
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      "P01",
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    "source_date_if_verified": "2026-03-31",
    "source_type": "Government service manual",
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      "quality_checks": [
        "Open atmosphere lets all participants contribute."
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      "unknowns": [
        "Action completion rate",
        "Specific facilitation conflicts"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
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      "other_date_type": "conflicting_first_publication_history_entry",
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      "evidence_note": "Original GOV.UK Updates to this page labels Published: 16 February 2016 and Last updated: 31 March 2026. The same history lists 5 January 2016 as Guidance first published. Both indicators are preserved; original publication conflict remains unresolved.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_dates_with_publication_conflict"
    },
    "eligibility_register_id": "svc-19",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
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  {
    "id": "svc-20",
    "title": "Maintain an evidence-informed roadmap",
    "function": "administration/project coordination",
    "source_url": "https://www.gov.uk/service-manual/agile-delivery/developing-a-roadmap",
    "source_title": "Developing a roadmap",
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    "functions": [
      "administration/project coordination"
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      "P02",
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      "P10"
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    "source_date_if_verified": null,
    "source_type": "Government service manual",
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        "Keep alternate versions synchronized.",
        "Use clear language."
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      "unknowns": [
        "Specific prioritization method",
        "Outcome results"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
      "published": "2017-11-16",
      "updated": null,
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      "other_date_type": null,
      "evidence_url": "https://www.gov.uk/service-manual/agile-delivery/developing-a-roadmap",
      "evidence_note": "Original GOV.UK page explicitly labels Published: 16 November 2017. No last-updated field appears in retrieved text.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_published_only"
    },
    "eligibility_register_id": "svc-20",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
  },
  {
    "id": "svc-22",
    "title": "Map dependencies and assign review loops",
    "function": "administration/project coordination",
    "source_url": "https://www.atlassian.com/team-playbook/plays/dependency-mapping",
    "source_title": "Dependency Mapping",
    "evidence_status": "documented-procedure",
    "functions": [
      "administration/project coordination"
    ],
    "aliases": [],
    "pattern_ids": [
      "P08",
      "P10"
    ],
    "split": "training",
    "fit": "mapped",
    "coding_basis": "Exploratory analyst coding of collected source summaries; not independently tested",
    "source_date_if_verified": null,
    "source_type": "First-party public team playbook",
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      "quality_checks": [
        "Stakeholders can correct omissions.",
        "Every risk has an owner."
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      "unknowns": [
        "Observed dependency failures",
        "Acceptance protocol"
      ],
      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
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      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.atlassian.com/team-playbook/plays/dependency-mapping",
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      "checked_at": "2026-10-18T03:00:27Z",
      "status": "not_found"
    },
    "eligibility_register_id": "svc-22",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
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  {
    "id": "svc-23",
    "title": "Review a purchase request through an approval queue",
    "function": "administration/project coordination",
    "source_url": "https://handbook.gitlab.com/handbook/business-technology/enterprise-applications/guides/zip-guide/",
    "source_title": "Zip End Users Guide",
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      "administration/project coordination"
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    "pattern_ids": [
      "P04"
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    "source_date_if_verified": "2026-05-27",
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        "Complete node-specific checks before approval."
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      "unknowns": [
        "Full approval matrix",
        "Actual compliance"
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      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
    "source_dates": {
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      "other_date_type": null,
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      "evidence_note": "Original handbook footer explicitly states Last modified 2026-05-27. Original publication date is not provided in retrieved text. This is page-level modification, not proof that this workflow changed on that date; several entries concern handbook-wide renaming.",
      "checked_at": "2026-10-18T03:00:27Z",
      "status": "verified_updated_only"
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    "eligibility_register_id": "svc-23",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness."
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    "id": "svc-24",
    "title": "Audit recent decisions to reduce avoidable delay",
    "function": "administration/project coordination",
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      "administration/project coordination"
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      "P02",
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    "source_date_if_verified": null,
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        "Review AI output against remembered friction."
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        "Independent effect of AI",
        "Actual adoption"
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      "interpretation_boundary": "Summary, steps, inputs, outputs, decision points, quality checks, exceptions and context constraints summarize the cited source. Structural motifs, candidate pattern and transfer fields are analyst interpretations, not demonstrated transfer."
    },
    "source_refreshed_after_final_audit": "2026-10-18",
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      "checked_at": "2026-10-18T03:00:27Z",
      "status": "not_found"
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    "eligibility_register_id": "svc-24",
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  {
    "id": "XOPS-01",
    "title": "Toyota turns mail-arrival polling into shared ownership",
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    "source_url": "https://toyotatimes.jp/en/series/Imaginative_and_creative/003.html",
    "source_title": "Transforming Administrative Tasks--Digital Notifications for Internal Mail",
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      "other_date": "2025-03-04",
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    "split": "expansion_not_validation",
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      "matched_existing_pattern_ids": [
        "P10"
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      "newly_needed_dimensions": [
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        "labor_ownership",
        "physical_execution"
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      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "documented workflow",
      "canonical_workflow_or_practice_eligible": true,
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      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XOPS-01",
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    "functions": [
      "operations/coordination"
    ]
  },
  {
    "id": "XOPS-04",
    "title": "DHL turns booking correspondence into shipment records",
    "function": "operations/booking administration",
    "source_url": "https://group.dhl.com/content/dam/deutschepostdhl/de/media-center/investors/documents/capital-markets-days/DHL-Group-DGFF-Capital-Market-Briefing-London-March-2026.pdf",
    "source_title": "Capital Market Briefing: Update Oscar de Bok, slide 13",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2026-03-31",
      "other_date_type": "presentation_event_date",
      "evidence_url": "https://group.dhl.com/content/dam/deutschepostdhl/de/media-center/investors/documents/capital-markets-days/DHL-Group-DGFF-Capital-Market-Briefing-London-March-2026.pdf",
      "evidence_note": "Cover and slide 13 identify Capital Market Briefing, London, 31 March 2026. This is the presentation date; upload/publication date not established.",
      "checked_at": "2026-10-18T03:15:00Z",
      "status": "verified_event_date_only"
    },
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      "fit": "fit",
      "matched_existing_pattern_ids": [
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      "partial_candidate_pattern_ids": [],
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        "P05"
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      "rationale": "Extracting booking fields into shipment records is artifact transformation. Human validation alone does not prove independent-reference reconciliation.",
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      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
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      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XOPS-04",
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    "functions": [
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  },
  {
    "id": "XOPS-07",
    "title": "Hilton Tokyo Bay uses waste evidence to revise preparation and purchasing",
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    "source_url": "https://stories.hilton.com/apac/releases/savoring-sustainability-hotels-in-asia-pacific-tackling-food-waste",
    "source_title": "Hotels in Asia Pacific Tackling Food Waste",
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      "published": null,
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      "other_date_type": "displayed_article_date_type_unspecified",
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      "checked_at": "2026-10-18T03:15:00Z",
      "status": "verified_displayed_date_type_unspecified"
    },
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        "P07"
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      "newly_needed_dimensions": [
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        "physical_execution"
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      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "reported practice with sufficient mechanics",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source supplies a bounded task, material inputs and outputs, and concrete transformations or feedback; all practice remains source-reported, not independently observed.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XOPS-07",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "operations/food planning"
    ]
  },
  {
    "id": "XOPS-09",
    "title": "Singapore General Hospital reconciles daily service charges with exceptions",
    "function": "finance/billing operations",
    "source_url": "https://www.singhealth.com.sg/news/singapore-health/enhancing-patient-care-operations",
    "source_title": "Enhancing patient care operations",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2024-01-10",
      "other_date_type": "displayed_article_date_type_unspecified",
      "evidence_url": "https://www.singhealth.com.sg/news/singapore-health/enhancing-patient-care-operations",
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      "checked_at": "2026-10-18T03:15:00Z",
      "status": "verified_displayed_date_type_unspecified"
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    "pattern_ids": [
      "P05"
    ],
    "partial_candidate_pattern_ids": [
      "P06"
    ],
    "split": "expansion_not_validation",
    "fit": "fit",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XOPS-09",
      "record_kind": "new_case",
      "source_url": "https://www.singhealth.com.sg/news/singapore-health/enhancing-patient-care-operations",
      "fit": "fit",
      "matched_existing_pattern_ids": [
        "P05"
      ],
      "partial_candidate_pattern_ids": [
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      ],
      "not_supported_pattern_ids": [],
      "rationale": "Daily test records are compared with billing and discrepancies handled. Exception checking is supported but detailed causal diagnosis is not.",
      "newly_needed_dimensions": [
        "authority_boundary"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "documented workflow",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source account gives a coherent workflow with explicit stages, dependencies or checkpoints; documented means documented in the source, not independently observed or validated.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XOPS-09",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "finance/billing operations"
    ]
  },
  {
    "id": "XOPS-10",
    "title": "Singapore General Hospital turns fragmented bill enquiries into one service",
    "function": "customer service/billing enquiries",
    "source_url": "https://www.singhealth.com.sg/news/Lighternotes/digital-first-counter-less-strategy-takes-shape-in-sgh",
    "source_title": "Digital-first, counter-less strategy takes shape in SGH",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2021-05-31",
      "other_date_type": "displayed_article_date_type_unspecified",
      "evidence_url": "https://www.singhealth.com.sg/news/Lighternotes/digital-first-counter-less-strategy-takes-shape-in-sgh",
      "evidence_note": "Page displays 2021-05-31 without separately labeling publication versus update.",
      "checked_at": "2026-10-18T03:15:00Z",
      "status": "verified_displayed_date_type_unspecified"
    },
    "evidence_status": "practitioner-reported",
    "pattern_ids": [],
    "partial_candidate_pattern_ids": [
      "P11"
    ],
    "split": "expansion_not_validation",
    "fit": "partial",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XOPS-10",
      "record_kind": "new_case",
      "source_url": "https://www.singhealth.com.sg/news/Lighternotes/digital-first-counter-less-strategy-takes-shape-in-sgh",
      "fit": "partial",
      "matched_existing_pattern_ids": [],
      "partial_candidate_pattern_ids": [
        "P11"
      ],
      "not_supported_pattern_ids": [
        "P03"
      ],
      "rationale": "Service consolidation and training describe transition, but continuity/verification details are sparse. A supplied email template does not establish an artifact-drafting workflow.",
      "newly_needed_dimensions": [
        "labor_ownership",
        "relationship_outcomes"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "reported practice with sufficient mechanics",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source supplies a bounded task, material inputs and outputs, and concrete transformations or feedback; all practice remains source-reported, not independently observed.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XOPS-10",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "customer service/billing enquiries"
    ]
  },
  {
    "id": "XOPS-12",
    "title": "Mayo Clinic converts referral documents into a reviewed cover sheet",
    "function": "operations/referral intake",
    "source_url": "https://mayomagazine.mayoclinic.org/2026/06/accelerating-hope/",
    "source_title": "How Intelligent Automation Is Transforming Patient Referrals",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "2024-07",
      "other_date_type": "reported_system_launch_month",
      "evidence_url": "https://mayomagazine.mayoclinic.org/2026/06/accelerating-hope/",
      "evidence_note": "Body explicitly states July 2024 launch. URL includes 2026/06 but no displayed publication date was established; URL date is not promoted to publication metadata.",
      "checked_at": "2026-10-18T03:15:00Z",
      "status": "verified_event_date_only"
    },
    "evidence_status": "practitioner-reported",
    "pattern_ids": [
      "P02",
      "P03"
    ],
    "partial_candidate_pattern_ids": [],
    "split": "expansion_not_validation",
    "fit": "fit",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XOPS-12",
      "record_kind": "new_case",
      "source_url": "https://mayomagazine.mayoclinic.org/2026/06/accelerating-hope/",
      "fit": "fit",
      "matched_existing_pattern_ids": [
        "P02",
        "P03"
      ],
      "partial_candidate_pattern_ids": [],
      "not_supported_pattern_ids": [],
      "rationale": "Document extraction, summarized cover sheet and staff accuracy review fit evidence synthesis and drafting within the expressly administrative boundary.",
      "newly_needed_dimensions": [
        "authority_boundary"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "documented workflow",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source account gives a coherent workflow with explicit stages, dependencies or checkpoints; documented means documented in the source, not independently observed or validated.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XOPS-12",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "operations/referral intake"
    ]
  },
  {
    "id": "XCRE-01",
    "title": "Barefoot turns shared practice into co-authored guidance",
    "function": "Community learning and collaborative authorship",
    "source_url": "https://www.barefootguide.org/our-story",
    "source_title": "Ten years of Barefoot Guides for Social Change: Unlocking collective generosity and intelligence",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "6/5/2017",
      "other_date_type": "Displayed partial date or event date; see note",
      "evidence_url": "https://www.barefootguide.org/our-story",
      "evidence_note": "Page displays 6/5/2017, ambiguous day/month order. Narrative names 2006 workshops and 2007 publication; neither is the page publication date.",
      "checked_at": "2026-10-18T03:17:07.984838+00:00",
      "status": "ambiguous_displayed_date"
    },
    "evidence_status": "practitioner-reported",
    "pattern_ids": [
      "P03"
    ],
    "partial_candidate_pattern_ids": [
      "P01"
    ],
    "split": "expansion_not_validation",
    "fit": "partial",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XCRE-01",
      "record_kind": "new_case",
      "source_url": "https://www.barefootguide.org/our-story",
      "fit": "partial",
      "matched_existing_pattern_ids": [
        "P03"
      ],
      "partial_candidate_pattern_ids": [
        "P01"
      ],
      "not_supported_pattern_ids": [],
      "rationale": "A co-authored guide is an artifact; the process also creates shared voice and a community of practice, which are substantive outcomes rather than delivery controls.",
      "newly_needed_dimensions": [
        "relationship_outcomes",
        "co_creation"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "documented workflow",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source account gives a coherent workflow with explicit stages, dependencies or checkpoints; documented means documented in the source, not independently observed or validated.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XCRE-01",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "Community learning and collaborative authorship"
    ]
  },
  {
    "id": "XCRE-04",
    "title": "UCA develops a shared digital strategy through flexible workshops",
    "function": "Institutional planning and consultation",
    "source_url": "https://www.jisc.ac.uk/case-studies/using-consultancy-to-enable-digital-transformation",
    "source_title": "Using consultancy to enable digital transformation",
    "source_dates": {
      "published": "2025-01-14",
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://www.jisc.ac.uk/case-studies/using-consultancy-to-enable-digital-transformation",
      "evidence_note": "Article displays 2025-01-14. No updated date observed.",
      "checked_at": "2026-10-18T03:17:07.984873+00:00",
      "status": "verified_displayed_date"
    },
    "evidence_status": "practitioner-reported",
    "pattern_ids": [
      "P01",
      "P03"
    ],
    "partial_candidate_pattern_ids": [
      "P10"
    ],
    "split": "expansion_not_validation",
    "fit": "partial",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XCRE-04",
      "record_kind": "new_case",
      "source_url": "https://www.jisc.ac.uk/case-studies/using-consultancy-to-enable-digital-transformation",
      "fit": "partial",
      "matched_existing_pattern_ids": [
        "P01",
        "P03"
      ],
      "partial_candidate_pattern_ids": [
        "P10"
      ],
      "not_supported_pattern_ids": [
        "P11"
      ],
      "rationale": "Inquiry and strategy artifacts are described with weekly coordination. A strategy is not evidence of implemented controlled change; shared ownership and dissent remain distinct.",
      "newly_needed_dimensions": [
        "co_creation",
        "relationship_outcomes"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "documented workflow",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source account gives a coherent workflow with explicit stages, dependencies or checkpoints; documented means documented in the source, not independently observed or validated.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XCRE-04",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "Institutional planning and consultation"
    ]
  },
  {
    "id": "XCRE-05",
    "title": "Oxford interprets anonymized staff survey feedback with AI",
    "function": "Community insight and internal communication",
    "source_url": "https://oerc.ox.ac.uk/ai-centre/ai-in-professional-services-case-studies/survey-analysis-and-insight-with-copilot-and-gemini",
    "source_title": "Survey analysis and insight with Copilot and Gemini",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://oerc.ox.ac.uk/ai-centre/ai-in-professional-services-case-studies/survey-analysis-and-insight-with-copilot-and-gemini",
      "evidence_note": "No publication or update date observed in accessible article text.",
      "checked_at": "2026-10-18T03:17:07.984877+00:00",
      "status": "unknown_publication_date"
    },
    "evidence_status": "practitioner-reported",
    "pattern_ids": [
      "P02",
      "P03",
      "P05"
    ],
    "partial_candidate_pattern_ids": [],
    "split": "expansion_not_validation",
    "fit": "fit",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XCRE-05",
      "record_kind": "new_case",
      "source_url": "https://oerc.ox.ac.uk/ai-centre/ai-in-professional-services-case-studies/survey-analysis-and-insight-with-copilot-and-gemini",
      "fit": "fit",
      "matched_existing_pattern_ids": [
        "P02",
        "P03",
        "P05"
      ],
      "partial_candidate_pattern_ids": [],
      "not_supported_pattern_ids": [],
      "rationale": "Survey synthesis, audience-aware output and checks against the original data are reported. FAQ generation is still exploratory and should not be merged into the executed account.",
      "newly_needed_dimensions": [
        "minority_voice"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "documented workflow",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source account gives a coherent workflow with explicit stages, dependencies or checkpoints; documented means documented in the source, not independently observed or validated.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XCRE-05",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "Community insight and internal communication"
    ]
  },
  {
    "id": "XCRE-06",
    "title": "Oxford grants staff co-design internal tools with ChatGPT",
    "function": "Process improvement and internal tool design",
    "source_url": "https://oerc.ox.ac.uk/ai-centre/ai-in-professional-services-case-studies/generative-ai-as-a-design-partner-for-process-improvement",
    "source_title": "Generative AI as a design partner for process improvement",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": null,
      "other_date_type": null,
      "evidence_url": "https://oerc.ox.ac.uk/ai-centre/ai-in-professional-services-case-studies/generative-ai-as-a-design-partner-for-process-improvement",
      "evidence_note": "No publication or update date observed in accessible article text.",
      "checked_at": "2026-10-18T03:17:07.984882+00:00",
      "status": "unknown_publication_date"
    },
    "evidence_status": "practitioner-reported",
    "pattern_ids": [
      "P03"
    ],
    "partial_candidate_pattern_ids": [
      "P01",
      "P09"
    ],
    "split": "expansion_not_validation",
    "fit": "partial",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XCRE-06",
      "record_kind": "new_case",
      "source_url": "https://oerc.ox.ac.uk/ai-centre/ai-in-professional-services-case-studies/generative-ai-as-a-design-partner-for-process-improvement",
      "fit": "partial",
      "matched_existing_pattern_ids": [
        "P03"
      ],
      "partial_candidate_pattern_ids": [
        "P01",
        "P09"
      ],
      "not_supported_pattern_ids": [
        "P11"
      ],
      "rationale": "Prototype/refinement work supports artifact creation; stress-testing lacks enough described observations and learning criteria for a full P09 assignment. No production readiness is established.",
      "newly_needed_dimensions": [
        "co_creation"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "reported practice with sufficient mechanics",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source supplies a bounded task, material inputs and outputs, and concrete transformations or feedback; all practice remains source-reported, not independently observed.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XCRE-06",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "Process improvement and internal tool design"
    ]
  },
  {
    "id": "XCRE-08",
    "title": "La Cadera de Eva connects editorial signals with audience judgment",
    "function": "Editorial planning",
    "source_url": "https://www.journalismai.info/blog/from-intuition-to-intelligence-building-a-data-driven-newsroom-tool",
    "source_title": "From intuition to intelligence: Building a data-driven newsroom tool",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "17 Mar",
      "other_date_type": "Displayed partial date or event date; see note",
      "evidence_url": "https://www.journalismai.info/blog/from-intuition-to-intelligence-building-a-data-driven-newsroom-tool",
      "evidence_note": "Article displays 17 Mar without a year. Search relative publication metadata is not used to invent a full date.",
      "checked_at": "2026-10-18T03:17:07.984891+00:00",
      "status": "partial_displayed_date"
    },
    "evidence_status": "practitioner-reported",
    "pattern_ids": [
      "P07"
    ],
    "partial_candidate_pattern_ids": [
      "P02"
    ],
    "split": "expansion_not_validation",
    "fit": "partial",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XCRE-08",
      "record_kind": "new_case",
      "source_url": "https://www.journalismai.info/blog/from-intuition-to-intelligence-building-a-data-driven-newsroom-tool",
      "fit": "partial",
      "matched_existing_pattern_ids": [
        "P07"
      ],
      "partial_candidate_pattern_ids": [
        "P02"
      ],
      "not_supported_pattern_ids": [],
      "rationale": "Editorial relevance recommendations support option selection; traceability and criteria remain limited. Audience popularity does not decide public-interest value.",
      "newly_needed_dimensions": [
        "creative_quality",
        "minority_voice"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "reported practice with sufficient mechanics",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source supplies a bounded task, material inputs and outputs, and concrete transformations or feedback; all practice remains source-reported, not independently observed.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XCRE-08",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "Editorial planning"
    ]
  },
  {
    "id": "XCRE-09",
    "title": "A journalist develops a narrative-game storytelling prototype",
    "function": "Creative journalism and format experimentation",
    "source_url": "https://www.journalismai.info/blog/gaming-the-censors-a-new-way-to-tell-chinas-untold-stories",
    "source_title": "Gaming the censors: A new way to tell China’s untold stories",
    "source_dates": {
      "published": null,
      "updated": null,
      "other_date": "31 Mar",
      "other_date_type": "Displayed partial date or event date; see note",
      "evidence_url": "https://www.journalismai.info/blog/gaming-the-censors-a-new-way-to-tell-chinas-untold-stories",
      "evidence_note": "Article displays 31 Mar without a year. No full publication date inferred.",
      "checked_at": "2026-10-18T03:17:07.984895+00:00",
      "status": "partial_displayed_date"
    },
    "evidence_status": "practitioner-reported",
    "pattern_ids": [
      "P03"
    ],
    "partial_candidate_pattern_ids": [
      "P09"
    ],
    "split": "expansion_not_validation",
    "fit": "partial",
    "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
    "expansion_classification": {
      "id": "XCRE-09",
      "record_kind": "new_case",
      "source_url": "https://www.journalismai.info/blog/gaming-the-censors-a-new-way-to-tell-chinas-untold-stories",
      "fit": "partial",
      "matched_existing_pattern_ids": [
        "P03"
      ],
      "partial_candidate_pattern_ids": [
        "P09"
      ],
      "not_supported_pattern_ids": [],
      "rationale": "Creating and showing a narrative prototype supports constrained artifact production. Mentor reaction is not a documented audience evaluation or safe-distribution test.",
      "newly_needed_dimensions": [
        "creative_quality",
        "co_creation"
      ],
      "coding_basis": "Post-codebook exploratory independent review; not held-out validation or observed execution",
      "source_claims_basis": "See expansion-audit.json; practitioner/vendor/creator report or static artifact, never independently observed practice",
      "inclusion_disposition": "reported practice with sufficient mechanics",
      "canonical_workflow_or_practice_eligible": true,
      "inclusion_reason": "Source supplies a bounded task, material inputs and outputs, and concrete transformations or feedback; all practice remains source-reported, not independently observed.",
      "classification_use": "Exploratory family mapping of a qualified source-reported example; not effectiveness evidence."
    },
    "eligibility_register_id": "XCRE-09",
    "mapping_scope": "Eligible workflow/practice reference; exploratory family mapping, not evidence of effectiveness.",
    "functions": [
      "Creative journalism and format experimentation"
    ]
  }
]