{
  "schemaVersion": "ki-rechenschaftsmonitor.methodology.v1",
  "dataset": "german-public-ai-parliamentary-accountability-monitor",
  "generatedAt": "2026-07-22T03:23:58.762Z",
  "checkedAt": "2026-07-22T03:23:58.762Z",
  "trackingSince": "2026-07-13T09:28:05.464Z",
  "materialFingerprint": "sha256:cf18753fe68b3acef4e22a03b94d7b3f8af4af2ab301a8ad7b176cdfb432a4ee",
  "summary": {
    "questionCount": 568,
    "linkedExactPositionCount": 518,
    "questionWithExactPositionCount": 343,
    "exactSeparateAnswerPairCount": 160,
    "bundledQuestionAnswerPositionCount": 180,
    "responseDaysAvailableCount": 160,
    "responseDaysUnavailableExactPairCount": 0,
    "responseDaysUnavailableBundledCount": 180,
    "responseDaysUnavailableOtherCount": 228,
    "answerEvidenceRowCount": 340,
    "systemContextCount": 352,
    "exactSystemProcedureLinkCount": 0,
    "systemsWithoutExactParliamentaryEvidenceCount": 352,
    "retainedDipSnapshotCount": 24,
    "anchorDipRecordCount": 3451,
    "currentElectionPeriod": 21,
    "dipReportedAnsweredCount": 563,
    "dipReportedOpenCount": 4,
    "dipReportedNotAnsweredCount": 1,
    "dipReportedOtherStatusCount": 0
  },
  "coverage": {
    "anchorSnapshotObservedAt": "2026-07-22T03:23:58.762Z",
    "trackingSince": "2026-07-13T09:28:05.464Z",
    "retainedSnapshotCount": 24,
    "archiveObjectCount": 24,
    "retainedWindowLimit": 400,
    "anchorCohortQuestionCount": 568,
    "anchorCohortPositionCount": 250,
    "anchorSnapshotPositionCount": 250,
    "retainedUnionPositionCount": 518,
    "questionPositionBackfill": {
      "strategy": "bounded_rotating_exact_procedure_id_batches",
      "eligibleProcedures": 568,
      "selectedProcedures": 32,
      "recoveredPositions": 46,
      "recoveredDocumentReferences": 42,
      "rejectedMismatchedPositions": 0,
      "batchLimit": 32,
      "previousCursor": "dip:vorgang:298945",
      "nextCursor": "dip:vorgang:304220",
      "wrapped": false,
      "linkageBasis": "vorgangsposition.vorgang_id+fundstelle.id"
    },
    "revisionMergeEntityCount": 1086,
    "cohortBoundary": "newest_complete_snapshot",
    "retainedRevisionBoundary": "anchor_question_entities_plus_positions_with_exact_anchor_procedure_id"
  },
  "methodology": {
    "cohortRule": "newest_complete_dip_snapshot_intrinsic_ai_procedures_exact_allowed_type",
    "allowedQuestionTypes": [
      "Schriftliche Frage",
      "Mündliche Frage",
      "Kleine Anfrage",
      "Große Anfrage"
    ],
    "retainedRevisionRule": "anchor_questions_only; union_positions_across_retained_snapshots_by_exact_anchor_procedure_id; latest_revision_by_entity_id",
    "positionLinkRule": "exact_vorgangsposition.procedureId_to_vorgang.sourceNumericId",
    "exactAnswerPairRule": "kleine_anfrage_position_plus_antwort_position_on_same_exact_procedure_id",
    "bundledAnswerRule": "source_position_type_explicitly_bundles_question_and_answer",
    "bundledResponseTimeRule": "null_because_a_bundled_answer_position_does_not_establish_a_separate_comparable_answer_date",
    "documentLinkRule": "exact_vorgangsposition.reference.id",
    "systemProcedureLinkRule": "stable_official_identifier_or_official_url_or_explicit_source_crosswalk_only",
    "systemAbsenceLabel": "no exact parliamentary evidence observed",
    "nameMatchingUsed": false,
    "fuzzyMatchingUsed": false,
    "generativeAiUsed": false,
    "scoreUsed": false,
    "causalClaims": false,
    "absenceTreatment": "not_observed_is_not_proof_of_no_scrutiny_or_no_relationship",
    "responseTimeTreatment": "computed_only_for_exact_separate_dated_question_and_answer_positions"
  },
  "semantics": {
    "question": "source-reported parliamentary procedure in the bounded exact type cohort",
    "linkedPosition": "source position carrying the exact stable procedure ID",
    "exactPair": "separate Kleine Anfrage and Antwort positions on the same exact procedure ID",
    "bundledPosition": "a source position explicitly combining question and answer; it is not treated as a separate comparable answer date",
    "systemContext": "public Systempass context only; no name-based parliamentary join",
    "noExactEvidenceObserved": "no allowed exact identifier, official URL or explicit crosswalk was published in the evaluated inputs; not proof that scrutiny did not occur"
  },
  "sources": [
    {
      "id": "bundestag-dip",
      "provider": "Deutscher Bundestag",
      "kind": "parliamentary-materials",
      "access": "first_party_api",
      "url": "https://dip.bundestag.de/%C3%BCber-dip/hilfe/api",
      "observedAt": "2026-07-22T03:23:58.762Z",
      "recordCount": 3451,
      "fingerprint": "a0df136e13499ee3428f3888a867bf649944442cbfffc0a3e4e16273300a4783",
      "qualityStatus": "complete",
      "retainedSnapshotCount": 24,
      "archiveObjectCount": 24,
      "trackingSince": "2026-07-13T09:28:05.464Z",
      "questionPositionBackfill": {
        "strategy": "bounded_rotating_exact_procedure_id_batches",
        "eligibleProcedures": 568,
        "selectedProcedures": 32,
        "recoveredPositions": 46,
        "recoveredDocumentReferences": 42,
        "rejectedMismatchedPositions": 0,
        "batchLimit": 32,
        "previousCursor": "dip:vorgang:298945",
        "nextCursor": "dip:vorgang:304220",
        "wrapped": false,
        "linkageBasis": "vorgangsposition.vorgang_id+fundstelle.id"
      }
    },
    {
      "id": "ki-systempass",
      "dataset": "german-public-ai-system-evidence-pass",
      "schemaVersion": "ki-systempass.public.v1",
      "generatedAt": "2026-07-22T20:39:11.641Z",
      "trackingSince": "2024-10-01T05:06:05.000Z",
      "recordCount": 352,
      "fingerprint": "sha256:5ca9e776d40da9747c56e67ab4f4207441624eb19b0d21932fce77a6f7506a4b",
      "url": "https://i6eal.de/data/ki-systempass/index.json"
    }
  ],
  "publication": {
    "publicQuestionRows": 568,
    "publicAnswerEvidenceRows": 340,
    "publicSystemContextRows": 352,
    "privateCandidatesPublished": false,
    "nameBasedCandidatesPublished": false,
    "generativeAiUsed": false
  }
}