Framework for Integrating Equity Into Machine Learning Models: A Case Study.

Rojas, Juan C; Fahrenbach, John; Makhni, Sonya; Cook, Scott C; Williams, James S; Umscheid, Craig A; Chin, Marshall H

Rojas, Juan C; Fahrenbach, John; Makhni, Sonya; Cook, Scott C; Williams, James S; Umscheid, Craig A; Chin, Marshall H.

Afiliação

Rojas JC; Biological Sciences Division, Department of Medicine, University of Chicago, Chicago, IL; University of Chicago Medicine, Chicago, IL. Electronic address: juan.rojas3@uchospitals.edu.
Fahrenbach J; University of Chicago Medicine, Chicago, IL.
Makhni S; Biological Sciences Division, Department of Medicine, University of Chicago, Chicago, IL; University of Chicago Medicine, Chicago, IL.
Cook SC; Biological Sciences Division, Department of Medicine, University of Chicago, Chicago, IL.
Williams JS; University of Chicago Medicine, Chicago, IL.
Umscheid CA; Biological Sciences Division, Department of Medicine, University of Chicago, Chicago, IL; University of Chicago Medicine, Chicago, IL.
Chin MH; Biological Sciences Division, Department of Medicine, University of Chicago, Chicago, IL; University of Chicago Medicine, Chicago, IL.

Chest ; 161(6): 1621-1627, 2022 06.

Article em En | MEDLINE | ID: mdl-35143823

Assuntos

Algoritmos; Aprendizado de Máquina; Hospitalização; Humanos; Valor Preditivo dos Testes

Palavras-chave

bias; disparities; equity; framework; machine learning

Texto completo

Imprimir

XML

PubMed Links

Buscar no Google

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Algoritmos / Aprendizado de Máquina Tipo de estudo: Prognostic_studies Limite: Humans Idioma: En Ano de publicação: 2022 Tipo de documento: Article

Texto completo

Imprimir

XML

PubMed Links

Buscar no Google