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Performance metric curve analysis framework to assess impact of the decision variable threshold, disease prevalence, and dataset variability in two-class classification

PURPOSE: The aim of this study is to (1) demonstrate a graphical method and interpretation framework to extend performance evaluation beyond receiver operating characteristic curve analysis and (2) assess the impact of disease prevalence and variability in training and testing sets, particularly whe...

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Detalles Bibliográficos
Autores principales: Whitney, Heather M., Drukker, Karen, Giger, Maryellen L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society of Photo-Optical Instrumentation Engineers 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9152992/
https://www.ncbi.nlm.nih.gov/pubmed/35656541
http://dx.doi.org/10.1117/1.JMI.9.3.035502