Applications · Statistics
Harnessing electronic health records for real-world evidence
Jue Hou, Rachel Zhao, Jessica Gronsbell, Brett K. Beaulieu-Jones +12
2022-12-01
Applications · Statistics
Use of Real-World Data and Real-World Evidence in Rare Disease Drug Development: A Statistical Perspective
Jie Chen, Susan Gruber, Hana Lee, Haitao Chu +12
2024-10-10
Information Retrieval · Computer Science
Mining Electronic Health Records: A Survey
Pranjul Yadav, Michael Steinbach, Vipin Kumar, Gyorgy Simon
2017-03-24
Computation and Language · Computer Science
Retrieving Evidence from EHRs with LLMs: Possibilities and Challenges
Hiba Ahsan, Denis Jered McInerney, Jisoo Kim, Christopher Potter +3
2024-06-12
Artificial Intelligence · Computer Science
EHR-RAG: Bridging Long-Horizon Structured Electronic Health Records and Large Language Models via Enhanced Retrieval-Augmented Generation
Lang Cao, Qingyu Chen, Yue Guo
2026-01-30
Information Retrieval · Computer Science
Structured Semantics from Unstructured Notes: Language Model Approaches to EHR-Based Decision Support
Wu Hao Ran, Xi Xi, Furong Li, Jingyi Lu +4
2025-06-10
Machine Learning · Computer Science
Towards System Modelling to Support Diseases Data Extraction from the Electronic Health Records for Physicians Research Activities
Bushra F. Alsaqer, Alaa F. Alsaqer, Amna Asif
2024-04-02
Information Retrieval · Computer Science
DR.EHR: Dense Retrieval for Electronic Health Record with Knowledge Injection and Synthetic Data
Zhengyun Zhao, Huaiyuan Ying, Yue Zhong, Sheng Yu
2025-07-25
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
Information Retrieval · Computer Science
Synergizing Data Imputation and Electronic Health Records for Advancing Prostate Cancer Research: Challenges, and Practical Applications
Abderrahim Oussama Batouche, Eugen Czeizler, Miika Koskinen, Tuomas Mirtti +1
2024-09-13
Applications · Statistics
Targeted learning: Towards a future informed by real-world evidence
Susan Gruber, Rachael V. Phillips, Hana Lee, Martin Ho +2
2022-06-15
Machine Learning · Computer Science
Heterogeneous Treatment Effect Estimation using machine learning for Healthcare application: tutorial and benchmark
Yaobin Ling, Pulakesh Upadhyaya, Luyao Chen, Xiaoqian Jiang +1
2023-02-22
Machine Learning · Computer Science
Large Language Models are Powerful Electronic Health Record Encoders
Stefan Hegselmann, Georg von Arnim, Tillmann Rheude, Noel Kronenberg +4
2026-04-15
Artificial Intelligence · Computer Science
Towards Reducing Diagnostic Errors with Interpretable Risk Prediction
Denis Jered McInerney, William Dickinson, Lucy C. Flynn, Andrea C. Young +3
2024-03-20
Computation and Language · Computer Science
Automated HIV Screening on Dutch Electronic Health Records with Large Language Models
Lang Zhou, Amrish Jhingoer, Yinghao Luo, Klaske Vliegenthart--Jongbloed +6
2025-10-28
Databases · Computer Science
EHRs Data Harmonization Platform, an easy-to-use shiny app based on recodeflow for harmonizing and deriving clinical features
Arian Aminoleslami, Geoffrey M. Anderson, Davide Chicco
2024-11-18
Machine Learning · Computer Science
Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis
Benjamin Shickel, Patrick Tighe, Azra Bihorac, Parisa Rashidi
2018-02-27
Computation and Language · Computer Science
EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries
Sunjun Kweon, Jiyoun Kim, Heeyoung Kwak, Dongchul Cha +5
2024-11-12
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
Computers and Society · Computer Science
Applications of artificial intelligence in drug development using real-world data
Zhaoyi Chen, Xiong Liu, William Hogan, Elizabeth Shenkman +1
2021-02-03
Artificial Intelligence · Computer Science
REALM: RAG-Driven Enhancement of Multimodal Electronic Health Records Analysis via Large Language Models
Yinghao Zhu, Changyu Ren, Shiyun Xie, Shukai Liu +7
2024-02-13