Cancer Diagnosis Categorization in Electronic Health Records Using Large Language Models and BioBERT: Model Performance Evaluation Study
Cancer Diagnosis Categorization in Electronic Health Records Using Large Language Models and BioBERT: Model Performance Evaluation Study
Soheil Hashtarkhani
1
, PhD ;
Rezaur Rashid
1
, PhD ;
Christopher L Brett
2
, MD ;
Lokesh Chinthala
1
, MSc ;
Fekede Asefa Kumsa
1
, PhD ;
Janet A Zink
1
, PhD ;
Robert L Davis
1
, MPH, MD ;
David L Schwartz
1, 3
, MD ;
Arash Shaban-Nejad
1
, MPH, PhD
1
Center for Biomedical Informatics, Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, TN, United States
2
University of Tennessee Graduate School of Medicine, Knoxville, TN, United States
3
Departments of Radiation Oncology and Preventive Medicine, College of Medicine, University of Tennessee Health Science Center, Memphis, TN, United States
Corresponding Author:
-
Arash Shaban-Nejad, MPH, PhD
-
Center for Biomedical Informatics, Department of Pediatrics
-
College of Medicine, University of Tennessee Health Science Center
-
50 N Dunlap Street
-
Memphis, TN 38103
-
United States
-
Phone:
1 9012875836
-
Email: ashabann@uthsc.edu