Interpretable Bias Mitigation for Textual Data: Reducing Genderization in Patient Notes While Maintaining Classification Performance
Author:
Affiliation:
1. University of Vermont, Burlington, VT, USA
2. MassMutual, MA, USA
3. University of Vermont, Burlington, VT and VA Cooperative Studies Program, VA Boston Healthcare System, USA
Abstract
Funder
Vermont Advanced Computing Core and financial support from the Massachusetts Mutual Life Insurance Company and Google
Publisher
Association for Computing Machinery (ACM)
Subject
Health Information Management,Health Informatics,Computer Science Applications,Biomedical Engineering,Information Systems,Medicine (miscellaneous),Software
Link
https://dl.acm.org/doi/pdf/10.1145/3524887
Reference71 articles.
1. Privacy guarantees for de-identifying text transformations;Adelani David Ifeoluwa;arXiv preprint arXiv:2008.03101,2020
2. Sex differences in treatments, relative survival, and excess mortality following acute myocardial infarction: National cohort study using the SWEDEHEART registry;Alabas Oras A.;Journal of the American Heart Association,2017
3. Marcella Alsan, Owen Garrick, and Grant C. Graziani. 2018. Does Diversity Matter for Health? Experimental Evidence from Oakland. Technical Report. National Bureau of Economic Research.
4. Tuskegee and the health of black men;Alsan Marcella;The Quarterly Journal of Economics,2018
5. Publicly Available Clinical
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