Publications by authors named "Meili Gupta"
J Biomed Inform
November 2024
Article Synopsis
- Recent studies highlight the limitations of existing language models for Electronic Health Records (EHR) in capturing the diverse relationships among medical entities like diagnoses and medications.
- The HEART model is introduced as a solution that integrates these heterogeneous relationships into its training, using a novel transformer architecture designed to perform complex reasoning across these entities.
- Experimental results demonstrate that HEART outperforms existing models, achieving significant improvements in prediction tasks while providing interpretable insights into the connections between medical entities.
