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Machine learning in medicine: should the pursuit of enhanced interpretability be abandoned?

We argue why interpretability should have primacy alongside empiricism for several reasons: first, if machine learning (ML) models are beginning to render some of the high-risk healthcare decisions instead of clinicians, these models pose a novel medicolegal and ethical frontier that is incompletely...

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Detalles Bibliográficos
Autores principales: Yoon, Chang Ho, Torrance, Robert, Scheinerman, Naomi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9411871/
https://www.ncbi.nlm.nih.gov/pubmed/34006600
http://dx.doi.org/10.1136/medethics-2020-107102