Cheng Peng

Cheng Peng, Ph.D.

Assistant Scientist

Department: MD-HOBI-GENERAL
Business Phone: (352) 316-5792
Business Email: c.peng@ufl.edu

On This Page

Research Profile

Areas of Interest

  • Artificial Intelligence (AI)
  • Clinical Natural Language Processing
  • Large Language Models (LLMs)

Publications

Academic Articles

  1. Automatic Summarization of Doctor-Patient Encounter Dialogues Using Large Language Model through Prompt Tuning.

    Journal
    AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.
    Volume/Issue
    2025:342-349
    [PMID]
    40502276.
  2. Enhancing Cross-Domain Generalizability in Social Determinants of Health Extraction with Prompt-Tuning Large Language Models.

    Journal
    AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.
    Volume/Issue
    2025:432-440
    [PMID]
    40502248.
  3. Identifying Opioid Overdose and Opioid Use Disorder and Related Information from Clinical Narratives Using Large Language Models.

    Journal
    AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.
    Volume/Issue
    2025:414-421
    [PMID]
    40502234.
  4. Generative large language models are all-purpose text analytics engines: text-to-text learning is all your need.

    Journal
    Journal of the American Medical Informatics Association : JAMIA.
    Volume/Issue
    31(9):1892-1903
    [DOI]
    10.1093/jamia/ocae078.
    [PMID]
    38630580.
  5. Identifying social determinants of health from clinical narratives: A study of performance, documentation ratio, and potential bias.

    Journal
    Journal of biomedical informatics.
    Volume/Issue
    153
    [DOI]
    10.1016/j.jbi.2024.104642.
    [PMID]
    38621641.
  6. Model tuning or prompt Tuning? a study of large language models for clinical concept and relation extraction.

    Journal
    Journal of biomedical informatics.
    Volume/Issue
    153
    [DOI]
    10.1016/j.jbi.2024.104630.
    [PMID]
    38548007.
  7. A study of generative large language model for medical research and healthcare.

    Journal
    NPJ digital medicine.
    Volume/Issue
    6(1)
    [DOI]
    10.1038/s41746-023-00958-w.
    [PMID]
    37973919.
  8. Clinical concept and relation extraction using prompt-based machine reading comprehension.

    Journal
    Journal of the American Medical Informatics Association : JAMIA.
    Volume/Issue
    30(9):1486-1493
    [DOI]
    10.1093/jamia/ocad107.
    [PMID]
    37316988.

Contact Details

Phones:
Business:
(352) 316-5792
Emails:
Business:
c.peng@ufl.edu
Addresses:
Business Street:
1889 MUSEUM RD
GAINESVILLE FL 32611