Cheng Peng, Ph.D.
Assistant Scientist
On This Page
Research Profile
Areas of Interest
- Artificial Intelligence (AI)
- Clinical Natural Language Processing
- Large Language Models (LLMs)
Publications
Academic Articles
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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
- Business:
- (352) 316-5792
- Business:
- c.peng@ufl.edu
- Business Street:
-
1889 MUSEUM RD
GAINESVILLE FL 32611