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When BERT Fails -- The Limits of EHR Classification
July 26, 2022 ยท Declared Dead ยท ๐ American Medical Informatics Association Annual Symposium
"No code URL or promise found in abstract"
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Authors
Augusto Garcia-Agundez, Carsten Eickhoff
arXiv ID
2208.10245
Category
cs.CL: Computation & Language
Cross-listed
cs.LG
Citations
1
Venue
American Medical Informatics Association Annual Symposium
Last Checked
6 months ago
Abstract
Transformers are powerful text representation learners, useful for all kinds of clinical decision support tasks. Although they outperform baselines on readmission prediction, they are not infallible. Here, we look into one such failure case, and report patterns that lead to inferior predictive performance.
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