Machine Learning · Computer Science
A Review of Challenges and Opportunities in Machine Learning for Health
Marzyeh Ghassemi, Tristan Naumann, Peter Schulam, Andrew L. Beam +2
2019-12-09
Machine Learning · Computer Science
A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models
Weijieying Ren, Jingxi Zhu, Zehao Liu, Tianxiang Zhao +1
2025-07-18
Distributed, Parallel, and Cluster Computing · Computer Science
Decentralized Machine Learning for Intelligent Health Care Systems on the Computing Continuum
Dragi Kimovski, Sasko Ristov, Radu Prodan
2022-10-04
Machine Learning · Computer Science
Automated Fusion of Multimodal Electronic Health Records for Better Medical Predictions
Suhan Cui, Jiaqi Wang, Yuan Zhong, Han Liu +2
2024-01-23
Machine Learning · Computer Science
Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare
Natallia Kokash, Lei Wang, Thomas H. Gillespie, Adam Belloum +4
2025-05-27
Computation and Language · Computer Science
Named Entity Recognition for Electronic Health Records: A Comparison of Rule-based and Machine Learning Approaches
Philip John Gorinski, Honghan Wu, Claire Grover, Richard Tobin +5
2019-06-06
Human-Computer Interaction · Computer Science
Integrating Explainable AI in Medical Devices: Technical, Clinical and Regulatory Insights and Recommendations
Dima Alattal, Asal Khoshravan Azar, Puja Myles, Richard Branson +2
2025-05-13
Artificial Intelligence · Computer Science
Toward an AI Reasoning-Enabled System for Patient-Clinical Trial Matching
Caroline N. Leach, Mitchell A. Klusty, Samuel E. Armstrong, Justine C. Pickarski +5
2025-12-10
Human-Computer Interaction · Computer Science
Not Another EHR: Reimagining Physician Information Needs with Generative AI Technology
Ruican Zhong, Jiachen Li, Gary Hsieh, David W. McDonald +14
2026-04-27
Computation and Language · Computer Science
Clinical Risk Prediction Using Language Models: Benefits And Considerations
Angeela Acharya, Sulabh Shrestha, Anyi Chen, Joseph Conte +4
2023-12-08
Machine Learning · Computer Science
Active learning for medical code assignment
Martha Dais Ferreira, Michal Malyska, Nicola Sahar, Riccardo Miotto +2
2021-04-14
Artificial Intelligence · Computer Science
ACR: A Benchmark for Automatic Cohort Retrieval
Dung Ngoc Thai, Victor Ardulov, Jose Ulises Mena, Simran Tiwari +5
2024-07-03
Machine Learning · Computer Science
Machine Learning for Administrative Health Records: A Systematic Review of Techniques and Applications
Adrian Caruana, Madhushi Bandara, Katarzyna Musial, Daniel Catchpoole +1
2023-08-29
Artificial Intelligence · Computer Science
EvalAI: Towards Better Evaluation Systems for AI Agents
Deshraj Yadav, Rishabh Jain, Harsh Agrawal, Prithvijit Chattopadhyay +5
2019-02-12
Machine Learning · Computer Science
Time Associated Meta Learning for Clinical Prediction
Hao Liu, Muhan Zhang, Zehao Dong, Lecheng Kong +4
2023-03-07
Machine Learning · Computer Science
Improving the Efficiency of Human-in-the-Loop Systems: Adding Artificial to Human Experts
Johannes Jakubik, Daniel Weber, Patrick Hemmer, Michael Vössing +1
2023-07-10
Machine Learning · Computer Science
Recent Advances in Predictive Modeling with Electronic Health Records
Jiaqi Wang, Junyu Luo, Muchao Ye, Xiaochen Wang +7
2024-08-14
Computation and Language · Computer Science
medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRs
Mingyi Jia, Junwen Duan, Yan Song, Jianxin Wang
2025-02-18
Machine Learning · Computer Science
The Significance of Machine Learning in Clinical Disease Diagnosis: A Review
S M Atikur Rahman, Sifat Ibtisum, Ehsan Bazgir, Tumpa Barai
2023-10-27
Computation and Language · Computer Science
EHRNavigator: A Multi-Agent System for Patient-Level Clinical Question Answering over Heterogeneous Electronic Health Records
Lingfei Qian, Mauro Giuffre, Yan Wang, Huan He +10
2026-01-16