Validation of GPT-4 for clinical event classification: A comparative analysis with ICD codes and human reviewers.

Journal: Journal of gastroenterology and hepatology
Published Date: Apr 16, 2024

Abstract

BACKGROUND AND AIM: Effective clinical event classification is essential for clinical research and quality improvement. The validation of artificial intelligence (AI) models like Generative Pre-trained Transformer 4 (GPT-4) for this task and comparison with conventional methods remains unexplored.

Authors

  • Yichen Wang
    Information Materials and Intelligent Sensing Laboratory of Anhui Province, Anhui University, 230601 Hefei, China; Key Laboratory of Opto-Electronic Information Acquisition and Manipulation of Ministry of Education, Anhui University, 230601 Hefei, China.
  • Yuting Huang
    Tianjin Medical University Cancer Hospital and Institute, Tianjin, China.
  • Induja R Nimma
    Department of Medicine, Mayo Clinic, Jacksonville, Florida, USA.
  • Songhan Pang
    College of Arts and Sciences, University of Virginia, Charlottesville, Virginia, USA.
  • Maoyin Pang
    Division of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, Florida, USA.
  • Tao Cui
    Department of Gynecology and Obstetrics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China.
  • Vivek Kumbhari
    Division of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, Florida, USA.

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