{
  "id": "AIBD-0593",
  "title": "A proposal uses Copilot to combine records for homelessness support",
  "summary": "A Darkriderdesign submission proposes Copilot-assisted record synthesis for social workers; this review found no external account of implementation or results.",
  "date_observed": "2026-10-27",
  "date_basis": "source access",
  "date_precision": "day",
  "benefit_status": "intended",
  "source_collection": "AI Opportunity Inventory raw bank",
  "source_entry": "sheet-row-10-darkriderdesign",
  "account": "An undated submission attributed to Darkriderdesign proposes using Copilot to synthesize health, shelter, social-service, and other records for social workers helping people experiencing homelessness. It identifies Milwaukee as the proposed setting and expressly classifies the idea as hypothetical and not yet built. The intended benefits are more tailored assistance and fewer interruptions to treatment. The submission supplies background prevalence statistics, not intervention results. Public searches and inspection of a portfolio under the Darkriderdesign name did not identify an external account of this proposal or an implementation. The portfolio was not retained as benefit evidence. The date records when the public submission was inspected, not a launch or outcome.",
  "category": "general benefit",
  "unexpected": false,
  "purpose": "Help social workers combine records and identify support needs.",
  "system": "Copilot, proposed; the product and version are unspecified",
  "model_version": null,
  "developer": null,
  "deployer": null,
  "location": "Milwaukee, Wisconsin, United States, proposed setting",
  "domain": "Social services",
  "segment": "Homelessness and continuity of care",
  "benefit_type": "Improved Physical Health",
  "taxonomy_note": null,
  "registry_ids": {},
  "ratings": [
    {
      "group": "personal",
      "depth": null,
      "reason": "The reviewed material does not establish a scoped benefit magnitude for this stakeholder group."
    }
  ],
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    "status": "assessed",
    "statement": "The proposal assigns record synthesis to Copilot. No deployed workflow or contribution to an outcome has been established."
  },
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    {
      "kind": "descriptive report",
      "citation": "Submission attributed to Darkriderdesign, AI Opportunity Inventory raw bank, sheet row 10. Summary, Deployment Stage, Evidence of Impact, and AI Model or System Description. Undated; accessed October 27, 2026.",
      "title": "AI Opportunity Inventory: Darkriderdesign proposal",
      "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
      "date": null,
      "written_by": "unknown",
      "quote": null
    }
  ],
  "replication": {
    "produced_by": [
      "The public submission describes a proposed workflow only."
    ],
    "must_hold": [
      "Implementation would require authorized access to relevant records and review by responsible social-service professionals.",
      "No replication requirements have been established through testing."
    ],
    "echoes": []
  },
  "paired_incident": null,
  "headline": "A proposal links records to support people facing homelessness",
  "metric": null,
  "comparator": null,
  "later": null,
  "value": null,
  "developer_country": null,
  "deployer_country": null,
  "unrated_because": "The source review does not establish the magnitude of a benefit attributable to AI.",
  "brief_notes": null,
  "brief": null,
  "revisions": [
    {
      "date": "2026-10-27",
      "change": "Added the case from the AI Opportunity Inventory lead and reviewed public evidence, preserving source relationships and limits on benefit claims.",
      "source": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
      "editor": "AIBD"
    }
  ],
  "confidence": "claimed",
  "shade": "low",
  "claim_status": "Listed, not verified",
  "claim_basis": "Sources: one descriptive report with authorship relationship unassessed. The cited evidence includes no independent source and no finding by a regulator or court.",
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    "case_id": "AIBD-0593",
    "catalog_version": "1.0.0",
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      {
        "collection_id": "aibd",
        "version": "2026-10-25"
      }
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      "AIBD-0593-source-0001"
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "value_present",
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          "kind": "text",
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              "status": "assessed",
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          "kind": "curatorial",
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        "review_state": "record_mapped",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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            "interpretation": "This label describes the supporting sources; it does not establish a beneficial causal effect.",
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              "Only the public submission documents the proposal. External searches did not identify the specific proposal or any implementation; the matching portfolio was inspected but excluded from benefit evidence."
            ]
          }
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        "provenance": {
          "kind": "derivation",
          "basis": "Derived the displayed confidence from the reviewed retained evidence; benefit magnitude remains separate.",
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          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
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      "assessments[].rationale": {
        "state": "value_present",
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              {
                "group": "personal",
                "reason": "The reviewed material does not establish a scoped benefit magnitude for this stakeholder group."
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            ]
          }
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        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
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        "review_state": "record_mapped",
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        "state": "not_assessed",
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        "state": "value_present",
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          "kind": "structured",
          "data": {
            "answer": "Intended benefits. The depths describe their intended extent.",
            "status": "intended"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Existing benefit_status classification; no new source review.",
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          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "assessments[].target": {
        "state": "value_present",
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          "kind": "record_fields",
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              {
                "group": "personal",
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        "provenance": {
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        "review_state": "record_mapped",
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      "availability": {
        "state": "not_assessed",
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      "brief": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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      "case_kind": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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        "state": "not_assessed",
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      "claims[].evidence_links": {
        "state": "value_present",
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          "kind": "structured",
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              {
                "claim_id": "AIBD-0593-claim-0001",
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                  {
                    "source_ref": "AIBD-0593-source-0001",
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                      "The only identified public source for the specific proposal and its hypothetical status."
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                      "Sheet row 10, summary, Deployment Stage, Evidence of Impact, and AI Model or System Description."
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                ]
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            ]
          }
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        "provenance": {
          "kind": "source_review",
          "basis": "Mapped sources to the supported claim components and retained contextual sources without counting them as benefit corroboration.",
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        "state": "not_assessed",
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        "state": "not_assessed",
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      "cross_border_flows[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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      "decisions[].action_outcome": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "institutional decisions"
      },
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        "state": "not_assessed",
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        "family": "institutional decisions"
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      "decisions[].institution_task": {
        "state": "not_assessed",
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        "state": "not_assessed",
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        "family": "institutional decisions"
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      "deployment_stage": {
        "state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
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        "family": "monetary observations"
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      "economics[].costs[]": {
        "state": "not_assessed",
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      "economics[].counterfactual": {
        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "family": "monetary observations"
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        "state": "not_assessed",
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        "family": "monetary observations"
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
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        "state": "not_assessed",
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        "coverage": "partial",
        "family": "monetary observations"
      },
      "evaluations[].ai_uplift": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
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      "evaluations[].comparator": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
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      "evaluations[].design": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
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      "evaluations[].effect": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
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      "evaluations[].id": {
        "state": "not_assessed",
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      "evaluations[].measurement_method": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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        "family": "evaluations"
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      "evaluations[].metric": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].reproduction_materials": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
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      },
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
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        "state": "not_assessed",
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        "state": "value_present",
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          "kind": "structured",
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                "role": "Discovery lead and submission provenance; not independent corroboration."
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        },
        "provenance": {
          "kind": "curatorial",
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      "follow_up[]": {
        "state": "not_assessed",
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        "state": "not_assessed",
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          "kind": "curatorial",
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        "review_state": "record_mapped",
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      "infrastructure_dependencies[]": {
        "state": "not_assessed",
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      "outcomes[].beneficiaries": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].beneficiary_count": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].benefit_type": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "benefit_type": "Improved Physical Health"
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
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        "review_state": "record_mapped",
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      "outcomes[].claim": {
        "state": "value_present",
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          "kind": "text",
          "text": "An undated submission attributed to Darkriderdesign proposes using Copilot to synthesize health, shelter, social-service, and other records for social workers helping people experiencing homelessness. It identifies Milwaukee as the proposed setting and expressly classifies the idea as hypothetical and not yet built. The intended benefits are more tailored assistance and fewer interruptions to treatment. The submission supplies background prevalence statistics, not intervention results. Public searches and inspection of a portfolio under the Darkriderdesign name did not identify an external account of this proposal or an implementation. The portfolio was not retained as benefit evidence. The date records when the public submission was inspected, not a launch or outcome."
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        "provenance": {
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          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
        "coverage": "complete"
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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        "state": "not_assessed",
        "review_state": "not_assessed",
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        "state": "value_present",
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          "kind": "record_fields",
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              {
                "group": "personal",
                "reason": "The reviewed material does not establish a scoped benefit magnitude for this stakeholder group."
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            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
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        "review_state": "record_mapped",
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      "outcomes[].status": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "intended"
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        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
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          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "outcomes[].tradeoffs": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].unexpected": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
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            "unexpected": false,
            "purpose": "Help social workers combine records and identify support needs."
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        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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          "source_refs": []
        },
        "review_state": "record_mapped",
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      "places[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "location": "Milwaukee, Wisconsin, United States, proposed setting"
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "location"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "purpose": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "Help social workers combine records and identify support needs."
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0593-source-0001"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "record_dates": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "record_date": "2026-10-27",
            "date_basis": "source access",
            "date_precision": "day",
            "added_on": "2026-10-27",
            "chronology_source": {
              "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
              "title": "AI Opportunity Inventory: Darkriderdesign proposal",
              "qualification": "Record date is explicitly source access when this underlying account is undated."
            }
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Distinguished publication, event, and access chronology; no date is silently promoted to an observed benefit date.",
          "record_fields": [],
          "source_refs": [
            "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "replication.attempts[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "replication.conditions": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "replication": {
              "produced_by": [
                "The public submission describes a proposed workflow only."
              ],
              "must_hold": [
                "Implementation would require authorized access to relevant records and review by responsible social-service professionals.",
                "No replication requirements have been established through testing."
              ],
              "echoes": []
            }
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "revision_history[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "revisions": [
              {
                "date": "2026-10-27",
                "change": "Added the case from the AI Opportunity Inventory lead and reviewed public evidence, preserving source relationships and limits on benefit claims.",
                "source": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
                "editor": "AIBD"
              }
            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "revisions"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sector": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "domain": "Social services",
            "segment": "Homelessness and continuity of care"
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "domain",
            "segment"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sources[].access_version": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "accessed_on": "2026-10-27",
            "sources": [
              {
                "source_ref": "AIBD-0593-source-0001",
                "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0"
              }
            ],
            "review_scope": "Read the retained public sources. No raw performance data, private material, or independently replicated outcome evaluation was obtained.",
            "access_limitations": [
              "Only the public submission documents the proposal. External searches did not identify the specific proposal or any implementation; the matching portfolio was inspected but excluded from benefit evidence."
            ],
            "chronology_source": {
              "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
              "title": "AI Opportunity Inventory: Darkriderdesign proposal",
              "qualification": "Record date is explicitly source access when this underlying account is undated."
            }
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Recorded the inspected source versions and access limitations; this does not imply access to unavailable upstream evidence.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0593-source-0001"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "sources[].citation_locator": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "sources": [
              {
                "source_ref": "AIBD-0593-source-0001",
                "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
                "citation": "Submission attributed to Darkriderdesign, AI Opportunity Inventory raw bank, sheet row 10. Summary, Deployment Stage, Evidence of Impact, and AI Model or System Description. Undated; accessed October 27, 2026.",
                "locators": [
                  "Sheet row 10, summary, Deployment Stage, Evidence of Impact, and AI Model or System Description."
                ],
                "contributions": [
                  "The only identified public source for the specific proposal and its hypothetical status."
                ]
              }
            ]
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Exact document sections, passages, or table locations supplied by the source review.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0593-source-0001"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "sources[].id": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "identifiers": [
              "AIBD-0593-source-0001"
            ],
            "role": "Retained evidence in reviewed source order."
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Assigned deterministic source identifiers within this new record.",
          "record_fields": [],
          "source_refs": [],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "sources[].language": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "sources[].relationship": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "sources": [
              {
                "source_ref": "AIBD-0593-source-0001",
                "authorship_relationship": "unknown",
                "independent_of_maker_and_deployer": false,
                "originality_assessments": [
                  "Original submission as displayed by the raw bank. Submitter identity and authorship relationship remain unverified."
                ]
              }
            ]
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Assessed who produced each account separately from whether it supplies original evidence.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0593-source-0001"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "sources[].upstream_sources": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "reviewed_on": "2026-10-27",
            "lead_source_ref": "AIBD-0593-source-0001",
            "retained_source_order": [
              "AIBD-0593-source-0001"
            ],
            "origins": [
              {
                "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
                "source_refs": [
                  "AIBD-0593-source-0001"
                ],
                "display_name": "Submission attributed to Darkriderdesign, AI Opportunity Inventory raw bank, sheet row 10",
                "contribution": "The only identified public source for the specific proposal and its hypothetical status.",
                "locator": "Sheet row 10, summary, Deployment Stage, Evidence of Impact, and AI Model or System Description.",
                "relationship": "Original submission as displayed by the raw bank. Submitter identity and authorship relationship remain unverified."
              }
            ],
            "chronology_source": {
              "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
              "title": "AI Opportunity Inventory: Darkriderdesign proposal",
              "qualification": "Record date is explicitly source access when this underlying account is undated."
            },
            "version_relationships": [],
            "review_scope": "Read the retained public sources. No raw performance data, private material, or independently replicated outcome evaluation was obtained.",
            "search_scope": {
              "queries": [
                "\"Darkriderdesign\" \"Copilot\" homelessness",
                "\"Darkriderdesign\" AI homelessness",
                "\"Darkriderdesign\" homelessness",
                "\"Darkriderdesign\" \"homeless\" OR \"Copilot\" OR \"mental health\""
              ],
              "inspected_url": "https://www.darkriderdesign.com/",
              "finding": "The portfolio does not document this proposal. It is excluded from benefit evidence."
            },
            "access_limitations": [
              "Only the public submission documents the proposal. External searches did not identify the specific proposal or any implementation; the matching portfolio was inspected but excluded from benefit evidence."
            ]
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Traced the retained evidence to the reviewed original accounts and preserved shared origins, chronology, and access limits.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0593-source-0001"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete",
        "display": {
          "answer": "The source review separates original evidence from repeated accounts and records material access limits."
        }
      },
      "strategic_assessments[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "strategic assessments"
      },
      "summary": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "A Darkriderdesign submission proposes Copilot-assisted record synthesis for social workers; this review found no external account of implementation or results."
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0593-source-0001"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "systems[].autonomy_permissions": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].component_role": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].deployment_configuration": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].inputs_outputs": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].model_name": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].model_version": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].product_name": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "Copilot, proposed; the product and version are unspecified"
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0593-source-0001"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "systems[].provider": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "taxonomy_crosswalks[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "title": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "A proposal uses Copilot to combine records for homelessness support"
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0593-source-0001"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "version": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "fingerprint": "938ac786e968c04a080a984c327f937291c93e751931218224ac6c608d4965f5"
          }
        },
        "provenance": {
          "kind": "derivation",
          "basis": "Computed the version from the normalized current core record.",
          "record_fields": [],
          "source_refs": [],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "workflow": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "account": "An undated submission attributed to Darkriderdesign proposes using Copilot to synthesize health, shelter, social-service, and other records for social workers helping people experiencing homelessness. It identifies Milwaukee as the proposed setting and expressly classifies the idea as hypothetical and not yet built. The intended benefits are more tailored assistance and fewer interruptions to treatment. The submission supplies background prevalence statistics, not intervention results. Public searches and inspection of a portfolio under the Darkriderdesign name did not identify an external account of this proposal or an implementation. The portfolio was not retained as benefit evidence. The date records when the public submission was inspected, not a launch or outcome.",
            "replication": {
              "produced_by": [
                "The public submission describes a proposed workflow only."
              ],
              "must_hold": [
                "Implementation would require authorized access to relevant records and review by responsible social-service professionals.",
                "No replication requirements have been established through testing."
              ],
              "echoes": []
            }
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "account",
            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      }
    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 31,
      "reviewed": 18,
      "reviewed_complete": 17,
      "reviewed_partial": 1,
      "record_mapped": 13,
      "review_not_assessed": 60,
      "not_assessed": 60,
      "complete": false,
      "by_state": {
        "value_present": 31,
        "not_reported": 0,
        "unresolved": 0,
        "not_assessed": 60,
        "not_applicable": 0,
        "withheld": 0,
        "source_unavailable": 0
      }
    }
  }
}