Published on in Vol 3 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/52190, first published .
Traditional Machine Learning, Deep Learning, and BERT (Large Language Model) Approaches for Predicting Hospitalizations From Nurse Triage Notes: Comparative Evaluation of Resource Management

Traditional Machine Learning, Deep Learning, and BERT (Large Language Model) Approaches for Predicting Hospitalizations From Nurse Triage Notes: Comparative Evaluation of Resource Management

Traditional Machine Learning, Deep Learning, and BERT (Large Language Model) Approaches for Predicting Hospitalizations From Nurse Triage Notes: Comparative Evaluation of Resource Management

Dhavalkumar Patel   1 * , MSc ;   Prem Timsina   1 , PhD ;   Larisa Gorenstein   2 , MD ;   Benjamin S Glicksberg   3 , PhD ;   Ganesh Raut   1 , MSc ;   Satya Narayan Cheetirala   1 , MSc ;   Fabio Santana   1 , BSc ;   Jules Tamegue   1 , BSc ;   Arash Kia   1 , MD ;   Eyal Zimlichman   4, 5 , MD ;   Matthew A Levin   6, 7, 8 , MD ;   Robert Freeman   1 , PhD ;   Eyal Klang   3 * , MD

1 Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States

2 Division of Diagnostic Imaging, Sheba Medical Center, Tel-Aviv University, Tel Aviv, Israel

3 Division of Data-Driven and Digital Medicine (D3M), Icahn School of Medicine at Mount Sinai, New York, NY, United States

4 Hospital Management, Sheba Medical Center, Tel-Aviv University, Tel Aviv, Israel

5 ARC Innovation Center, Sheba Medical Center, Tel-Aviv University, Tel Aviv, Israel

6 Department of Anesthesiology, Perioperative and Pain Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, United States

7 Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, United States

8 Windreich Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, United States

*these authors contributed equally

Corresponding Author:

  • Dhavalkumar Patel, MSc
  • Institute for Healthcare Delivery Science
  • Icahn School of Medicine at Mount Sinai
  • 2nd Floor
  • 150 East 42nd Street
  • New York, NY, 10017
  • United States
  • Phone: 1 (212) 523-5555
  • Email: pateldhaval021@hotmail.com