Article
De-black-boxing health AI: demonstrating reproducible machine learning computable phenotypes using the N3C-RECOVER Long COVID model in the All of Us data repository.
Journal of the American Medical Informatics Association : JAMIA - 20 Jun 2023
Pfaff Emily R, Girvin Andrew T, Crosskey Miles, Gangireddy Srushti, Master Hiral, Wei Wei-Qi, Kerchberger V Eric, Weiner Mark, Harris Paul A, Basford Melissa, Lunt Chris, Chute Christopher G, Moffitt Richard A, Haendel Melissa
Abstract excerpt
Machine learning (ML)-driven computable phenotypes are among the most challenging to share and reproduce. Despite this difficulty, the urgent public health considerations around Long COVID make it especially important to ensure the rigor and reproducibility of Long COVID phenotyping algorithms such that they can be made available to a broad audience of researchers. As part of the NIH Researching COVID to Enhance...
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