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Public Covid-19 X-ray datasets and their impact on model bias – A systematic review of a significant problem

Computer-aided-diagnosis and stratification of COVID-19 based on chest X-ray suffers from weak bias assessment and limited quality-control. Undetected bias induced by inappropriate use of datasets, and improper consideration of confounders prevents the translation of prediction models into clinical...

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Detalles Bibliográficos
Autores principales: Garcia Santa Cruz, Beatriz, Bossa, Matías Nicolás, Sölter, Jan, Husch, Andreas Dominik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Author(s). Published by Elsevier B.V. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8479314/
https://www.ncbi.nlm.nih.gov/pubmed/34597937
http://dx.doi.org/10.1016/j.media.2021.102225