3 papers
cs.AI2026
EveryQuery: Zero-Shot Clinical Prediction via Task-Conditioned Pretraining over Electronic Health Records
Payal Chandak, Gregory Kondas, Liat Antwarg Friedman +2
Foundation models pretrained on electronic health records (EHR) have demonstrated zero-shot clinical prediction capabilities by generating synthetic patient futures and aggregating…
cs.AI2025
One Patient, Many Contexts: Scaling Medical AI with Contextual Intelligence
Michelle M. Li, Ben Y. Reis, Adam Rodman +6
Medical AI, including clinical language models, vision-language models, and multimodal health record models, already summarizes notes, answers questions, and supports decisions. Th…
cs.CL2025
GENIE: Generative Note Information Extraction model for structuring EHR data
Huaiyuan Ying, Hongyi Yuan, Jinsen Lu +6
Electronic Health Records (EHRs) hold immense potential for advancing healthcare, offering rich, longitudinal data that combines structured information with valuable insights from…