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Jia Huang

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SEP 10, 2026 · PREPRINT

Prevalence Determines Precision:Silent Contamination in Detector-Defined Datasets

arXiv

Single-instrument observational study demonstrating a methodological problem in detector-defined datasets with real data, but lacks the experimental validation, generalizability testing, or peer review needed to guide practice.

PreliminaryJia Huang Yankai Wan Yangjun Ou

Reported

Phantom rate, pool 181.7%

Phantom rate, pool 29.0%

Phantom rate, pool 30.0%

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