Harden detection result review
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# Changelog
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## Sprint 175 Detection result scale and false-positive evidence review (2026-07-13)
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- Bounded Detection Lab table rendering with client-side 25/50/100-row pagination while preserving the complete persisted detection set for MapLibre and QA/QC.
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- Added a strict read-only false-positive evidence audit with role-count drift checks, polygon validation, WGS84 geodesic areas, size buckets, AOI/class/tile summaries and combined review GeoJSON.
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- Audited the active seven-AOI portfolio: 5,568 false positives among 13,613 candidates, median geometry area 184.5 m2, and 25.8% below 100 m2; Turnhout, Herentals and Geel carry the largest review volumes.
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- Recorded that existing QA evidence has no per-detection confidence values; the audit reports zero confidence coverage and does not infer scores from the run threshold.
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- Kept API contracts, database migrations, model activation, provider behavior and inference behavior unchanged.
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## Sprint 174 Focused small-building model promotion (2026-07-13)
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- Expanded the real operator corpus with four focused training AOIs and two independent validation AOIs, while keeping Turnhout, Retie and Westerlo outside the tile-training corpus as operation-level holdouts.
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