{
  "known_discrepancy": "The original TF-IDF vectors and generator are not preserved in the repository, so feature-level cosine attribution is unavailable. Aggregate qualified component values remain reproducible and score-invariant.",
  "methods": [
    {
      "assessment_kind": "closeness",
      "decomposition": "partial",
      "directionality": "symmetric",
      "exact_components": [
        "outside_in",
        "inside_out"
      ],
      "formula": "round6(0.50 × outside_in + 0.50 × inside_out)",
      "higher_means": "greater metadata proximity in the bounded candidate universe",
      "implementation": "Qualified workbook outputs projected through data/intersectionality-beta/v710 shards; original scorer unavailable.",
      "method_id": "method:v741:metadata-pair-closeness",
      "method_only_components": [
        "TF-IDF feature contributions within outside_in and inside_out"
      ],
      "missing_data": "Missing source feature vectors are not reconstructed or treated as zero.",
      "range": [
        0,
        1
      ],
      "rounding": "six decimal places"
    },
    {
      "assessment_kind": "closeness",
      "candidate_universe": "14,405 supplied K2 pairs and 2,492 bounded K3–K7 groups with complete pair closure",
      "decomposition": "exact at the disclosed aggregate level",
      "directionality": "symmetric",
      "formula": "K=2: pair closeness; K≥3: round6(0.70 × mean pair closeness + 0.30 × minimum pair closeness)",
      "higher_means": "greater bounded-set metadata cohesion",
      "implementation": "Qualified aggregate and constituent-pair outputs in data/intersectionality-beta/v710 shards.",
      "method_id": "method:v741:metadata-group-closeness",
      "range": [
        0,
        1
      ],
      "tie_breaking": "source rank retained"
    },
    {
      "assessment_kind": "intersectionality",
      "decomposition": "exact",
      "directionality": "symmetric",
      "formula": "round6(group closeness × (0.65 × subcategory breadth + 0.35 × category breadth))",
      "higher_means": "greater metadata proximity across broader taxonomy placement",
      "implementation": "Qualified workbook outputs projected through data/intersectionality-beta/v710 shards.",
      "method_id": "method:v741:breadth-adjusted-intersectionality",
      "publication_boundary": "candidate discovery only; not a verified relationship conclusion",
      "range": [
        0,
        1
      ]
    }
  ],
  "release_version": "7.41",
  "schema_version": "wsmusings.assessment-method-inventory.v1",
  "source_analysis_version": "intersectionality-current-taxonomy-k2-k7-bounded-2026-08-15-v710",
  "source_methodology_rows": [
    {
      "caution": "Metadata only",
      "component": "Outside text",
      "decileRule": "CEILING(score×10)",
      "formula": "TF-IDF cosine over outside-in lookup text",
      "interpretation": "Institutional/policy framing similarity",
      "lens": "Outside-in",
      "range": "0–1",
      "sourceRef": {
        "row": 5,
        "sheet": "Methodology"
      },
      "weight": 0.45
    },
    {
      "caution": "Shared tags do not prove intersection",
      "component": "Governed tags",
      "decileRule": "Included in outside score",
      "formula": "Jaccard over bridge + structural tags",
      "interpretation": "Shared governed vocabulary",
      "lens": "Outside-in",
      "range": "0–1",
      "sourceRef": {
        "row": 6,
        "sheet": "Methodology"
      },
      "weight": 0.25
    },
    {
      "caution": "Hierarchy is not evidence",
      "component": "Category match",
      "decileRule": "Included in outside score",
      "formula": "Exact canonical category match",
      "interpretation": "Taxonomy proximity",
      "lens": "Outside-in",
      "range": "0 or 1",
      "sourceRef": {
        "row": 7,
        "sheet": "Methodology"
      },
      "weight": 0.15
    },
    {
      "caution": "Same subcategory is breadth-netted",
      "component": "Subcategory match",
      "decileRule": "Included in outside score",
      "formula": "Exact canonical subcategory match",
      "interpretation": "Near taxonomy proximity",
      "lens": "Outside-in",
      "range": "0 or 1",
      "sourceRef": {
        "row": 8,
        "sheet": "Methodology"
      },
      "weight": 0.15
    },
    {
      "caution": "Prompts are not findings",
      "component": "Inside text",
      "decileRule": "CEILING(score×10)",
      "formula": "TF-IDF cosine over inside-out lookup text",
      "interpretation": "Lived-difference prompt similarity",
      "lens": "Inside-out",
      "range": "0–1",
      "sourceRef": {
        "row": 9,
        "sheet": "Methodology"
      },
      "weight": 0.75
    },
    {
      "caution": "Lexical overlap may be superficial",
      "component": "Title language",
      "decileRule": "Included in inside score",
      "formula": "TF-IDF cosine over issue titles",
      "interpretation": "Issue-language proximity",
      "lens": "Inside-out",
      "range": "0–1",
      "sourceRef": {
        "row": 10,
        "sheet": "Methodology"
      },
      "weight": 0.25
    },
    {
      "caution": "No causal inference",
      "component": "Pair closeness",
      "decileRule": "CEILING(score×10)",
      "formula": "0.50×outside + 0.50×inside",
      "interpretation": "Balanced closeness",
      "lens": "Combined",
      "range": "0–1",
      "sourceRef": {
        "row": 11,
        "sheet": "Methodology"
      },
      "weight": 1
    },
    {
      "caution": "Bounded seeded groups",
      "component": "K≥3 group closeness",
      "decileRule": "CEILING(score×10)",
      "formula": "0.70×mean pair closeness + 0.30×minimum pair closeness",
      "interpretation": "Cohesion penalized by weakest pair",
      "lens": "Combined",
      "range": "0–1",
      "sourceRef": {
        "row": 12,
        "sheet": "Methodology"
      },
      "weight": 1
    },
    {
      "caution": "Not social impact",
      "component": "Subcategory breadth",
      "decileRule": "Input to breadth",
      "formula": "(unique subcategories−1)/(K−1)",
      "interpretation": "Institutional breadth",
      "lens": "Intersectionality",
      "range": "0–1",
      "sourceRef": {
        "row": 13,
        "sheet": "Methodology"
      },
      "weight": 0.65
    },
    {
      "caution": "Not legal equivalence",
      "component": "Category breadth",
      "decileRule": "Input to breadth",
      "formula": "(unique categories−1)/(K−1)",
      "interpretation": "Cross-domain breadth",
      "lens": "Intersectionality",
      "range": "0–1",
      "sourceRef": {
        "row": 14,
        "sheet": "Methodology"
      },
      "weight": 0.35
    },
    {
      "caution": "Same-subcategory K=2 → 0",
      "component": "Breadth factor",
      "decileRule": "Intermediate",
      "formula": "0.65×subcategory breadth + 0.35×category breadth",
      "interpretation": "Taxonomic breadth",
      "lens": "Intersectionality",
      "range": "0–1",
      "sourceRef": {
        "row": 15,
        "sheet": "Methodology"
      },
      "weight": 1
    },
    {
      "caution": "Not evidence verified",
      "component": "Intersectionality",
      "decileRule": "CEILING(score×10)",
      "formula": "closeness × breadth factor",
      "interpretation": "Breadth-adjusted candidate score",
      "lens": "Intersectionality",
      "range": "0–1",
      "sourceRef": {
        "row": 16,
        "sheet": "Methodology"
      },
      "weight": 1
    },
    {
      "caution": "Raw combinations not fully embedded",
      "component": "K=2 scope",
      "decileRule": "N/A",
      "formula": "All C(1139,2)=648,091 pairs scored; top 20 per seed exported",
      "interpretation": "All issues represented",
      "lens": "Coverage",
      "range": "22,780 rows",
      "sourceRef": {
        "row": 17,
        "sheet": "Methodology"
      },
      "weight": null
    },
    {
      "caution": "Not exhaustive combinations",
      "component": "K=3–K=7 scope",
      "decileRule": "N/A",
      "formula": "One deterministic seeded group per issue per K",
      "interpretation": "All-issue representation",
      "lens": "Coverage",
      "range": "1,139 rows per K",
      "sourceRef": {
        "row": 18,
        "sheet": "Methodology"
      },
      "weight": null
    },
    {
      "caution": "No automatic promotion",
      "component": "Publication boundary",
      "decileRule": "N/A",
      "formula": "Candidate discovery only",
      "interpretation": "Prioritize research",
      "lens": "Governance",
      "range": "N/A",
      "sourceRef": {
        "row": 19,
        "sheet": "Methodology"
      },
      "weight": null
    }
  ],
  "source_model_version": "wsmusings.metadata-screening.outside-in-inside-out.k2-k7.v1"
}