Article
Machine Learning Generalizability Across Healthcare Settings: Insights from multi-site COVID-19 screening
2022-02-10
Abstract excerpt
As patient health information is highly regulated due to privacy concerns, the majority of machine learning (ML)-based healthcare studies are unable to test on external patient cohorts, resulting in a gap between locally reported model performance and cross-site generalizability. Different approaches have been introduced for developing models across multiple clinical sites, however no studies have compared methods...
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Identifiers and source
- Literature Corpus work
- acc43747-6872-5aba-9b34-7f8b95bff0ad
- DOI
- 10.1101/2022.02.09.22269744
