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Methods for correcting inference based on outcomes predicted by machine learning

Many modern problems in medicine and public health leverage machine-learning methods to predict outcomes based on observable covariates. In a wide array of settings, predicted outcomes are used in subsequent statistical analysis, often without accounting for the distinction between observed and pred...

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Detalles Bibliográficos
Autores principales: Wang, Siruo, McCormick, Tyler H., Leek, Jeffrey T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7720220/
https://www.ncbi.nlm.nih.gov/pubmed/33208538
http://dx.doi.org/10.1073/pnas.2001238117