Correct Firm A framing: replication-dominated, not pure
Interview evidence from multiple Firm A accountants confirms that MOST use replication (stamping / firm-level e-signing) but a MINORITY may still hand-sign. Firm A is therefore a "replication-dominated" population, not a "pure" one. This framing is consistent with: - 92.5% of Firm A signatures exceed cosine 0.95 (majority replication) - The long left tail (~7%) captures the minority hand-signers, not scan noise or preprocessing artifacts - Hartigan dip test: Firm A cosine unimodal long-tail (p=0.17) - Accountant-level GMM: of 180 Firm A accountants, 139 cluster in C1 (high-replication) and 32 in C2 (middle band = minority hand-signers) Updates docstrings and report text in Scripts 15, 16, 18, 19 to match. Partner v3's "near-universal non-hand-signing" language corrected. Script 19 regenerated with the updated text. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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@@ -306,8 +306,10 @@ def main():
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'* Multiple candidate transitions are ranked by total |Z| magnitude',
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' on both sides of the boundary; the strongest is reported.',
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'* Absence of a significant transition is itself informative: it',
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' is consistent with a single generative mechanism (e.g. Firm A',
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' which is near-universally non-hand-signed).',
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' is consistent with a single dominant generative mechanism (e.g.',
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' Firm A, a replication-dominated population per interviews with',
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' multiple Firm A accountants -- most use replication, a minority',
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' may hand-sign).',
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]
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md_path = OUT / 'bd_mccrary_report.md'
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md_path.write_text('\n'.join(md), encoding='utf-8')
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