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This paper is in the following e-collection/theme issue:

Quality Improvement (318) Natural Language Processing (1005) Machine Learning (2340) Patient and Public Involvement in Research (55)

Published on in Vol 14 (2026)

This is a member publication of University of Pittsburgh

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/85960, first published .
Doctor discusses patient care with a woman, showing patients, caregivers, and healthcare providers.

Topic-Aware Summarization of Lived Health Care Experiences: Large Language Model Evaluation Study

Topic-Aware Summarization of Lived Health Care Experiences: Large Language Model Evaluation Study

Authors of this article:

Maneesh Bilalpur1 Author Orcid Image ;   Megan E Hamm2 Author Orcid Image ;   Young Ji Lee3, 4 Author Orcid Image ;   Natasha G Norman2 Author Orcid Image ;   Kathleen M Mctigue2 Author Orcid Image ;   Yanshan Wang1, 4, 5 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Maneesh Bilalpur   1 , MS ;   Megan E Hamm   2 , PhD ;   Young Ji Lee   3, 4 , PhD, RN ;   Natasha G Norman   2 , MSW ;   Kathleen M Mctigue   2 , MD ;   Yanshan Wang   1, 4, 5 , PhD

1 Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA, United States

2 Department of Medicine, University of Pittsburgh, Pittsburgh, PA, United States

3 School of Nursing, University of Pittsburgh, Pittsburgh, PA, United States

4 Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, United States

5 Department of Health Information Management, University of Pittsburgh, Pittsburgh, PA, United States

Corresponding Author:

  • Yanshan Wang, PhD
  • Intelligent Systems Program
  • University of Pittsburgh
  • 4200 Fifth Avenue
  • Pittsburgh, PA 15260
  • United States
  • Phone: 1 4123832712
  • Email: yanshan.wang@pitt.edu