Abstract is missing.
- Conference on Health, Inference, and Learning (CHIL) 2022Gerardo Flores, George H. Chen, Tom J. Pollard, Ayah Zirikly, Michael C. Hughes, Tasmie Sarker, Joyce C. Ho, Tristan Naumann. 1-4 [doi]
- Counterfactually Guided Policy Transfer in Clinical SettingsTaylor W. Killian, Marzyeh Ghassemi, Shalmali Joshi. 5-31 [doi]
- Evaluating Domain Generalization for Survival Analysis in Clinical StudiesFlorian Pfisterer, Chris Harbron, Gunther Jansen, Tao Xu. 32-47 [doi]
- Estimating Model Performance on External Samples from Their Limited Statistical CharacteristicsTal El-Hay, Chen Yanover. 48-62 [doi]
- Enriching Unsupervised User Embedding via Medical ConceptsXiaolei Huang, Franck Dernoncourt, Mark Dredze. 63-78 [doi]
- Multi-Task Adversarial Learning for Treatment Effect Estimation in Basket TrialsZhixuan Chu, Stephen L. Rathbun, Sheng Li 0001. 79-91 [doi]
- Neural Survival Clustering: Non-parametric mixture of neural networks for survival clusteringVincent Jeanselme, Brian D. M. Tom, Jessica K. Barrett. 92-102 [doi]
- ADCB: An Alzheimer's disease simulator for benchmarking observational estimators of causal effectsNewton Mwai Kinyanjui, Fredrik D. Johansson. 103-118 [doi]
- Semi-Markov Offline Reinforcement Learning for HealthcareMehdi Fatemi, Mary Wu, Jeremy Petch, Walter Nelson, Stuart J. Connolly, Alexander Benz, Anthony Carnicelli, Marzyeh Ghassemi. 119-137 [doi]
- Uncertainty-Aware Text-to-Program for Question Answering on Structured Electronic Health RecordsDaeyoung Kim, Seongsu Bae, Seungho Kim, Edward Choi. 138-151 [doi]
- Learning Unsupervised Representations for ICU TimeseriesAddison Weatherhead, Robert Greer, Michael-Alice Moga, Mjaye Mazwi, Danny Eytan, Anna Goldenberg, Sana Tonekaboni. 152-168 [doi]
- How to validate Machine Learning Models Prior to Deployment: Silent trial protocol for evaluation of real-time models at ICUSana Tonekaboni, Gabriela Morgenshtern, Azadeh Assadi, Aslesha Pokhrel, Xi Huang, Anand Jayarajan, Robert Greer, Gennady Pekhimenko, Melissa D. McCradden, Mjaye Mazwi, Anna Goldenberg. 169-182 [doi]
- Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code EmbeddingKyunghoon Hur, Jiyoung Lee, Jungwoo Oh, Wesley Price, Younghak Kim, Edward Choi. 183-203 [doi]
- Improving the Fairness of Chest X-ray ClassifiersHaoran Zhang, Natalie Dullerud, Karsten Roth, Lauren Oakden-Rayner, Stephen Pfohl, Marzyeh Ghassemi. 204-233 [doi]
- Context-Sensitive Spelling Correction of Clinical Text via Conditional IndependenceJuYong Kim, Jeremy C. Weiss, Pradeep Ravikumar. 234-247 [doi]
- MedMCQA: A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question AnsweringAnkit Pal, Logesh Kumar Umapathi, Malaikannan Sankarasubbu. 248-260 [doi]
- Graph-Text Multi-Modal Pre-training for Medical Representation LearningSungjin Park, Seongsu Bae, Jiho Kim, Tackeun Kim, Edward Choi. 261-281 [doi]
- Data Augmentation for ElectrocardiogramsAniruddh Raghu, Divya Shanmugam, Eugene Pomerantsev, John V. Guttag, Collin M. Stultz. 282-310 [doi]
- Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic SettingKwanhyung Lee, Hyewon Jeong, Seyun Kim, Donghwa Yang, Hoon-Chul Kang, Edward Choi. 311-337 [doi]
- Lead-agnostic Self-supervised Learning for Local and Global Representations of ElectrocardiogramJungwoo Oh, Hyunseung Chung, Joon-myoung Kwon, Dong-Gyun Hong, Edward Choi. 338-353 [doi]
- PhysioMTL: Personalizing Physiological Patterns using Optimal Transport Multi-Task RegressionJiacheng Zhu, Gregory Darnell, Agni Kumar, Ding Zhao, Bo Li, XuanLong Nguyen, Shirley You Ren. 354-374 [doi]
- Disability prediction in multiple sclerosis using performance outcome measures and demographic dataSubhrajit Roy, Diana Mincu, Lev Proleev, Negar Rostamzadeh, Chintan Ghate, Natalie Harris, Christina Chen, Jessica Schrouff, Nenad Tomasev, Fletcher Lee Hartsell, Katherine A. Heller. 375-396 [doi]
- Identification of Subgroups With Similar Benefits in Off-Policy Policy EvaluationRamtin Keramati, Omer Gottesman, Leo Anthony Celi, Finale Doshi-Velez, Emma Brunskill. 397-410 [doi]
- Practical Challenges in Differentially-Private Federated Survival Analysis of Medical DataShadi Rahimian, Raouf Kerkouche, Ina Kurth, Mario Fritz. 411-425 [doi]