Ethical Machine Learning in Health Care

22 September 2020

Papers citing "Ethical Machine Learning in Health Care"

25 / 25 papers shown

Title
FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Chao Pang Vincent Jeanselme Young Sang Choi Xinzhuo Jiang Zilin Jing ... Yuta Kobayashi Yanwei Li Florent Pollet Karthik Natarajan Shalmali Joshi 197 0 0 22 May 2025
Are clinicians ethically obligated to disclose their use of medical machine learning systems to patients? Joshua Hatherley 59 1 0 31 Mar 2025
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data Matthew B. A. McDermott Bret A. Nestor Evan Kim Wancong Zhang Anna Goldenberg Peter Szolovits Marzyeh Ghassemi Csail AI4TS 52 16 0 20 Jul 2020
Concept Bottleneck Models Pang Wei Koh Thao Nguyen Y. S. Tang Stephen Mussmann Emma Pierson Been Kim Percy Liang 94 821 0 09 Jul 2020
Decolonial AI: Decolonial Theory as Sociotechnical Foresight in Artificial Intelligence Shakir Mohamed Marie-Therese Png William S. Isaac 82 406 0 08 Jul 2020
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 182 379 0 09 May 2020
Hurtful Words: Quantifying Biases in Clinical Contextual Word Embeddings H. Zhang Amy X. Lu Mohamed Abdalla Matthew B. A. McDermott Marzyeh Ghassemi 55 174 0 11 Mar 2020
CheXclusion: Fairness gaps in deep chest X-ray classifiers Laleh Seyyed-Kalantari Guanxiong Liu Matthew B. A. McDermott Irene Y. Chen Marzyeh Ghassemi OOD 83 291 0 14 Feb 2020
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Shiori Sagawa Pang Wei Koh Tatsunori B. Hashimoto Percy Liang OOD 91 1,237 0 20 Nov 2019
Causal bootstrapping Max A. Little Reham Badawy CML 27 20 0 21 Oct 2019
Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging Luke Oakden-Rayner Jared A. Dunnmon G. Carneiro Christopher Ré OOD 67 380 0 27 Sep 2019
Causal Modeling for Fairness in Dynamical Systems Elliot Creager David Madras T. Pitassi R. Zemel 55 67 0 18 Sep 2019
The Diversity-Innovation Paradox in Science Bas Hofstra V. V. Kulkarni Sebastian Munoz-Najar Galvez Bryan He Dan Jurafsky Daniel A. McFarland 64 675 0 04 Sep 2019
Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks Bret A. Nestor Matthew B. A. McDermott Willie Boag G. Berner Tristan Naumann Michael C. Hughes Anna Goldenberg Marzyeh Ghassemi OOD 64 110 0 02 Aug 2019
Exploring large scale public medical image datasets Luke Oakden-Rayner 55 174 0 30 Jul 2019
(De)Constructing Bias on Skin Lesion Datasets Alceu Bissoto Michel Fornaciali Eduardo Valle Sandra Avila 50 71 0 18 Apr 2019
Fair Regression for Health Care Spending A. Zink Sherri Rose 65 50 0 28 Jan 2019
Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift Stephan Rabanser Stephan Günnemann Zachary Chase Lipton 54 366 0 29 Oct 2018
Model Cards for Model Reporting Margaret Mitchell Simone Wu Andrew Zaldivar Parker Barnes Lucy Vasserman Ben Hutchinson Elena Spitzer Inioluwa Deborah Raji Timnit Gebru 123 1,891 0 05 Oct 2018
Confounding variables can degrade generalization performance of radiological deep learning models J. Zech Marcus A. Badgeley Manway Liu A. Costa J. Titano Eric K. Oermann OOD 83 1,175 0 02 Jul 2018
xGEMs: Generating Examplars to Explain Black-Box Models Shalmali Joshi Oluwasanmi Koyejo Been Kim Joydeep Ghosh MLAU 49 40 0 22 Jun 2018
Using Search Queries to Understand Health Information Needs in Africa Rediet Abebe Shawndra Hill Jennifer Wortman Vaughan P. Small H. Andrew Schwartz 28 34 0 14 Jun 2018
A Review of Challenges and Opportunities in Machine Learning for Health Marzyeh Ghassemi Tristan Naumann Peter F. Schulam Andrew L. Beam Irene Y. Chen Rajesh Ranganath 59 267 0 01 Jun 2018
Why Is My Classifier Discriminatory? Irene Y. Chen Fredrik D. Johansson David Sontag FaML 68 396 0 30 May 2018
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 258 2,178 0 23 Mar 2018