CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines

no code implementations • 6 Feb 2024 • Chao Pang, Xinzhuo Jiang, Nishanth Parameshwar Pavinkurve, Krishna S. Kalluri, Elise L. Minto, Jason Patterson, Linying Zhang, George Hripcsak, Noémie Elhadad, Karthik Natarajan

Synthetic Electronic Health Records (EHR) have emerged as a pivotal tool in advancing healthcare applications and machine learning models, particularly for researchers without direct access to healthcare data.

counterfactual Counterfactual Reasoning +1

CEHR-BERT: Incorporating temporal information from structured EHR data to improve prediction tasks

no code implementations • 10 Nov 2021 • Chao Pang, Xinzhuo Jiang, Krishna S Kalluri, Matthew Spotnitz, Ruijun Chen, Adler Perotte, Karthik Natarajan

CEHR-BERT also demonstrated strong transfer learning capability, as our model trained on only 5% of data outperformed comparison models trained on the entire data set.

Disease Prediction Transfer Learning