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Jin-Ning Liang

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#machine learning Review Sep 2026

Rethinking Correctness for Uncertainty Estimation in Clinical Prediction with Vision-Language Models

A two-axis framework that evaluates correctness criteria by their agreement with human judgements and fidelity to human-referenced UE performance is introduced, demonstrating that correctness assessment is an integral component of clinical UE evaluation and should be validated before UE methods are compared.

Mingcheng Zhu, Jin-Ning Liang, Ting-Ting Zhu · 0 citations

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