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Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks.

, , , , , , , and . MLHC, volume 106 of Proceedings of Machine Learning Research, page 381-405. PMLR, (2019)

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Racial Disparities and Mistrust in End-of-Life Care., , , , and . MLHC, volume 85 of Proceedings of Machine Learning Research, page 587-602. PMLR, (2018)Machine Learning for Health (ML4H) Workshop at NeurIPS 2018., , , , , , , , , and 8 other author(s). CoRR, (2018)Machine learning and health need better values., and . npj Digit. Medicine, (2022)Semi-Markov Offline Reinforcement Learning for Healthcare., , , , , , , and . CHIL, volume 174 of Proceedings of Machine Learning Research, page 119-137. PMLR, (2022)SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness., , and . EMNLP (1), page 1268-1283. Association for Computational Linguistics, (2020)Multiple Sclerosis Severity Classification From Clinical Text., , , , , , , and . ClinicalNLP@EMNLP, page 7-23. Association for Computational Linguistics, (2020)In the Name of Fairness: Assessing the Bias in Clinical Record De-identification., , , and . FAccT, page 123-137. ACM, (2023)Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings., , , and . FAccT, page 723-734. ACM, (2021)The Road to Explainability is Paved with Bias: Measuring the Fairness of Explanations., , , , , and . FAccT, page 1194-1206. ACM, (2022)Improving Mutual Information Estimation with Annealed and Energy-Based Bounds., , , , , and . ICLR, OpenReview.net, (2022)