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Implementation of a net benefit parameter in ROC curve decision thresholds for AI-powered mammography screening

BackgroundThe rapid integration of artificial intelligence (AI) into mammography necessitates robust quality control methods. The lack of standardized methods for establishing decision thresholds on the Receiver Operating Characteristic (ROC) curves makes it challenging to judge the AI performance....

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Principais autores: Anastasia Petrovna Pamova, Yuriy Aleksandrovich Vasilev, Tatyana Mikhaylovna Bobrovskaya, Anton Vyacheslavovich Vladzimirskyy, Olga Vasilyevna Omelyanskaya, Kirill Mikhailovich Arzamasov
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2025-11-01
coleção:Frontiers in Big Data
Assuntos:
medical care
population health
artificial intelligence
screening
machine learning
mammography
Acesso em linha:https://www.frontiersin.org/articles/10.3389/fdata.2025.1690955/full
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