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Human Versus Machine: How Do We Know Who Is Winning? ROC Analysis for Comparing Human and Machine Performance under Varying Cost-Prevalence Assumptions

Background  Receiver operating characteristic (ROC) analysis is commonly used for comparing models and humans; however, the exact analytical techniques vary and some are flawed. Objectives  The aim of the study is to identify common flaws in ROC analysis for human versus model performance, and addre...

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Detalles Bibliográficos
Autores principales: Merry, Michael, Riddle, Patricia Jean, Warren, Jim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Georg Thieme Verlag KG 2021
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9246510/
https://www.ncbi.nlm.nih.gov/pubmed/34972233
http://dx.doi.org/10.1055/s-0041-1740565