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Meaningless comparisons lead to false optimism in medical machine learning

A new trend in medicine is the use of algorithms to analyze big datasets, e.g. using everything your phone measures about you for diagnostics or monitoring. However, these algorithms are commonly compared against weak baselines, which may contribute to excessive optimism. To assess how well an algor...

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Detalles Bibliográficos
Autores principales: DeMasi, Orianna, Kording, Konrad, Recht, Benjamin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5614525/
https://www.ncbi.nlm.nih.gov/pubmed/28949964
http://dx.doi.org/10.1371/journal.pone.0184604