Large Language Models in Medical Term Classification and Unexpected Misalignment Between Response and Reasoning

Autor: Zhang, Xiaodan, Vemulapalli, Sandeep, Talukdar, Nabasmita, Ahn, Sumyeong, Wang, Jiankun, Meng, Han, Murtaza, Sardar Mehtab Bin, Dave, Aakash Ajay, Leshchiner, Dmitry, Joseph, Dimitri F., Witteveen-Lane, Martin, Chesla, Dave, Zhou, Jiayu, Chen, Bin

This study assesses the ability of state-of-the-art large language models (LLMs) including GPT-3.5, GPT-4, Falcon, and LLaMA 2 to identify patients with mild cognitive impairment (MCI) from discharge summaries and examines instances where the models'

Externí odkaz: http://arxiv.org/abs/2312.14184

Rural‐Urban mild cognitive impairment comparison in West Michigan through EHR.

Autor: Zhang, Xiaodan, Witteveen‐Lane, Martin, Skovira, Christine, Dave, Aakash A., Jones, Jeffrey S., McNeely, Erin R., Lawrence, Michael R., Morgan, David G., Chesla, Dave, Chen, Bin

Publikováno v: Alzheimer's & Dementia: Translational Research & Clinical Interventions; Jul2024, Vol. 10 Issue 3, p1-13, 13p

BGLM: big data-guided LOINC mapping with multi-language support.

Autor: Ke Liu, Witteveen-Lane, Martin, Glicksberg, Benjamin S., Kulkarni, Omkar, Shankar, Rama, Chekalin, Evgeny, Paithankar, Shreya, Yang, Jeanne, Chesla, Dave, Bin Chen

Publikováno v: JAMIA Open; Dec2022, Vol. 5 Issue 4, p1-4, 4p

Comparison of Prompt Engineering and Fine-Tuning Strategies in Large Language Models in the Classification of Clinical Notes.

Autor: Zhang X; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA., Talukdar N; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA., Vemulapalli S; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA.; Office of Research, Spectrum Health, Grand Rapids, MI, USA., Ahn S; Department of Computer Science and Engineering, College of Engineering, Michigan State University, East Lansing, MI, USA., Wang J; Department of Computer Science and Engineering, College of Engineering, Michigan State University, East Lansing, MI, USA., Meng H; Department of Computer Science and Engineering, College of Engineering, Michigan State University, East Lansing, MI, USA., Bin Murtaza SM; Department of Computer Science and Engineering, College of Engineering, Michigan State University, East Lansing, MI, USA., Leshchiner D; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA., Dave AA; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA.; Center for Bioethics and Social Justice, Michigan State University, Grand Rapids, MI, USA., Joseph DF; Department of Pharmacology and Toxicology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA., Witteveen-Lane M; Office of Research, Spectrum Health, Grand Rapids, MI, USA., Chesla D; Office of Research, Spectrum Health, Grand Rapids, MI, USA.; Department of Obstetrics, Gynecology and Reproductive Biology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA., Zhou J; Department of Computer Science and Engineering, College of Engineering, Michigan State University, East Lansing, MI, USA., Chen B; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA.; Department of Computer Science and Engineering, College of Engineering, Michigan State University, East Lansing, MI, USA.; Department of Pharmacology and Toxicology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA.

Publikováno v: AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science [AMIA Jt Summits Transl Sci Proc] 2024 May 31; Vol. 2024, pp. 478-487. Date of Electronic Publication: 2024 May 31 (Print Publication: 2024).

BGLM: big data-guided LOINC mapping with multi-language support.

Autor: Liu K; Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China.; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, Michigan, USA., Witteveen-Lane M; Office of Research, Spectrum Health, Grand Rapids, Michigan, USA., Glicksberg BS; Icahn School of Medicine at Mount Sinai, The Hasso Plattner Institute for Digital Health at Mount Sinai, New York City, New York, USA.; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York City, New York, USA., Kulkarni O; Office of Research, Spectrum Health, Grand Rapids, Michigan, USA., Shankar R; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, Michigan, USA., Chekalin E; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, Michigan, USA., Paithankar S; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, Michigan, USA., Yang J; College of Literature, Science, and the Arts, University of Michigan, Ann Arbor, Michigan, USA., Chesla D; Office of Research, Spectrum Health, Grand Rapids, Michigan, USA.; Department of Obstetrics, Gynecology and Reproductive Biology, College of Human Medicine, Michigan State University, Grand Rapids, Michigan, USA., Chen B; Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, Michigan, USA.; Department of Pharmacology and Toxicology, College of Human Medicine, Michigan State University, Grand Rapids, Michigan, USA.

Publikováno v: JAMIA open [JAMIA Open] 2022 Nov 25; Vol. 5 (4), pp. ooac099. Date of Electronic Publication: 2022 Nov 25 (Print Publication: 2022).