Fix stale Output Interpretation numbers in underdiagnosis-bias.md - #566
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…oses yakew7#523) The 'Output Interpretation' prose cited figures from an earlier version of the detection-code block that were never regenerated after the code was edited. Running the file's own python block (seeded with np.random.seed(42), byte-identical across repeated runs) actually prints: - true_recall 0.625 (Group A) vs 0.292 (Group B) - a 33.3-point gap, not the claimed 80.5% / 41.2% / 39.3-point gap - obs_recall ~0.64 vs ~0.33, not the claimed ~0.85 / ~0.76 - Q4 biomarker-band recorded-diagnosis rate 0.785 / 0.497, not 0.887 / 0.536 Updated the two interpretation bullets to the real numbers and adjusted the framing (the observed-label recall already shows a gap here, so the 'looks fine on observed labels' line no longer fit). Regenerated underdiagnosis-bias.html, the package mirror copy, and the llms-full.txt section from the build script.
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Documents the newest explainer (#565), the CODEOWNERS grant to @propcgamer20-png, 8 doc/code fixes (#557-564, #566, #567), and the two direct fixes made during this review: the README.md regression from #557's broad substring replacement, and the recurred llms.txt/ROADMAP.md explainer-count drift after #565. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
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Closes #523.
The Output Interpretation prose under the detection-code block quoted numbers from an earlier version of the code that were never regenerated after an edit - the same stale-paste pattern as the parallel
reject-inference.mdissue.Actual output of the file's own python block
Seeded with
np.random.seed(42), byte-identical across repeated runs:Change
underdiagnosis-bias.html,faircode/_explainers/underdiagnosis-bias.md, and thellms-full.txtsection viascripts/build_explainers.py.check_em_dash.py,check_broken_links.py,check_explainer_count.py,check_generated_files_current.pyall pass.