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Author SHA1 Message Date
gbanyan a06e9456e6 Add Phase 2 §III-G..L methodology rewrite (v4.0 draft)
Single consolidated draft of Section III sub-sections G through L,
replacing the v3.20.0 §III-G..L block with the Big-4 reframe.

Sub-sections (note: G/H/I/J/K/L written together to keep cross-
references coherent; user originally requested G/I/J/L only but
H rewrite and new K were required for cohesion):

  G Unit of Analysis and Scope
    -- accountant unit defined; Big-4 scope justified by
       within-pool homogeneity, dip-test multimodality,
       LOOO feasibility.
  H Reference Populations
    -- Firm A pivots from "calibration anchor" to "templated-end
       case study"; non-Big-4 added as reverse-anchor reference.
  I Distributional Characterisation
    -- dip-test multimodality at Big-4 level (p < 1e-4 both axes);
       BD/McCrary null as honest density-smoothness diagnostic.
  J Mixture Model and Operational Threshold Derivation
    -- K=2 vs K=3 fits reported; K=3 selected with rationale
       deferred to §III-K LOOO evidence.
  K Convergent Validation (NEW in v4.0)
    -- three-lens Spearman convergence (rho >= 0.879);
       per-signature K=3 fit (kappa = 0.870 vs per-CPA);
       K=2 LOOO UNSTABLE / K=3 LOOO PARTIAL;
       pixel-identity FAR 0% on 262 ground-truth signatures.
  L Per-Document Classification
    -- inherits v3.x five-way box rule for continuity;
       K=3 alternative output documented.

Includes: cross-reference index, script-to-section evidence map
(linking each empirical claim to the spike Script 32-40 commit),
and 5 open questions flagged at the end for partner / reviewer
review of this draft.

Output: paper/v4/paper_a_methodology_v4_section_iii.md (single
file replacing the v3.20.0 §III-G..L block on this branch only;
v3.20.0 paper/paper_a_methodology_v3.md left untouched).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-12 15:15:36 +08:00