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Discriminative Index: A Novel Indicator for Evaluating Machine Learning Algorithms in Laboratory Medicine

<b>Background</b>: Machine learning models are increasingly applied in clinical practice. However, conventional performance metrics such as sensitivity, specificity, and accuracy do not capture the structural characteristics of predictive probability distributions, limiting their utility for optimiz...

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Principais autores: Hsin-Yao Wang, Wan-Ying Lin, Martin Spüler, Sven Brand, Jia-Ruei Yu, Markus Kostrzewa
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2026-05-01
coleção:Diagnostics
Assuntos:
machine learning
clinical decision support
gray zone
predictive probability distribution
distribution asymmetry
D-index
Acesso em linha:https://www.mdpi.com/2075-4418/16/11/1671
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