Assessing and Mitigating Bias in Medical Artificial Intelligence: The Effects of Race and Ethnicity on a Deep Learning Model for ECG Analysis

BACKGROUND -: Deep learning algorithms derived in homogeneous populations may be poorly generalizable and have the potential to reflect, perpetuate, and even exacerbate racial/ethnic disparities in health and healthcare. In this study we aimed to (1) assess if the performance of a deep learning algo...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Circ Arrhythm Electrophysiol
Prif Awduron: Noseworthy, Peter A., Attia, Zachi I., Brewer, LaPrincess C., Hayes, Sharonne N., Yao, Xiaoxi, Kapa, Suraj, Friedman, Paul A., Lopez-Jimenez, Francisco
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2020
Pynciau:
Article
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC7158877/
https://ncbi.nlm.nih.gov/pubmed/32064914
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1161/CIRCEP.119.007988
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