PaReGTA: A Temporally Aware LLM-Based Patient Representation Framework for EHR Analytics

Name: PaReGTA: A Temporally Aware LLM-Based Patient Representation Framework for EHR Analytics
Uploaded: 2026-10-17T21:52:02.984828+00:00
Duration: 329 s
Description: PaReGTA is an LLM-based system that converts long medical records into structured text and learns patient representations. It uses domain adaptation to refine these texts and a hybrid pooling method to combine recent and important visits, resulting in fixed-dimensional, time-aware patient profiles for EHR analysis.

PaReGTA is an LLM-based system that converts long medical records into structured text and learns patient representations. It uses domain adaptation to refine these texts and a hybrid pooling method to combine recent and important visits, resulting in fixed-dimensional, time-aware patient profiles for EHR analysis.

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