docs: record fail-closed accuracy challenger
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@@ -519,6 +519,13 @@ false-negative counts, but has lower precision than the previous balanced
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model; operators must review and persist QA/QC rather than treating detections
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as ground truth.
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The latest coverage-aligned rerun of this exact profile measured mean precision
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`0.6141`, recall `0.6062` and F1 `0.6069` over Mol Achterbos, Donk, Gompel and
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Postel plus Retie, Turnhout and Westerlo. The three pure-empty controls remained
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at zero detections. A reviewed six-AOI fine-tuning challenger reached mean F1
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`0.6248` but remained inactive because it produced two false detections in the
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Postel-bos empty control.
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For model-quality calibration, run the confidence sweep wrapper:
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```bash
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