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Formative Evaluation of Digital Health Interventions (4856) Decision Support for Health Professionals (2081) Methods and Instruments in Medical Informatics (387) Advanced Data Analytics in eHealth (327) Machine Learning (3001) Research Methodology - AI (141)

Published on in Vol 10 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/86379, first published .
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Beyond Area Under the Receiver Operating Characteristic Curve: Evaluating Predictive Performance Metrics Under Class Imbalance in Real-World Clinical Data

Beyond Area Under the Receiver Operating Characteristic Curve: Evaluating Predictive Performance Metrics Under Class Imbalance in Real-World Clinical Data

Authors of this article:

Vanessa das Graças José Ventura1 Author Orcid Image ;   Claudio Moisés Valiense de Andrade2 Author Orcid Image ;   Jussara Marques de Almeida2 Author Orcid Image ;   Bruno Porto Pessoa3 Author Orcid Image ;   Carísi Anne Polanczyk4, 5, 6 Author Orcid Image ;   Guilherme Fonseca do Nascimento2 Author Orcid Image ;   Eric Boersma7 Author Orcid Image ;   Heloisa Reniers Vianna8 Author Orcid Image ;   Katia de Paula Farah1 Author Orcid Image ;   Leonardo Chaves Dutra da Rocha2 Author Orcid Image ;   Marcos André Gonçalves2 Author Orcid Image ;   Milena Soriano Marcolino5, 9, 10 Author Orcid Image
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