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

Autor: Patel D; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Timsina P; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Gorenstein L; Division of Diagnostic Imaging, Sheba Medical Center, Tel-Aviv University, Tel Aviv, Israel., Glicksberg BS; Division of Data-Driven and Digital Medicine (D3M), Icahn School of Medicine at Mount Sinai, New York, NY, United States., Raut G; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Cheetirala SN; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Santana F; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Tamegue J; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Kia A; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Zimlichman E; Hospital Management, Sheba Medical Center, Tel-Aviv University, Tel Aviv, Israel.; ARC Innovation Center, Sheba Medical Center, Tel-Aviv University, Tel Aviv, Israel., Levin MA; Department of Anesthesiology, Perioperative and Pain Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, United States.; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, United States.; Windreich Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Freeman R; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Klang E; Division of Data-Driven and Digital Medicine (D3M), Icahn School of Medicine at Mount Sinai, New York, NY, United States.

Publikováno v: JMIR AI [JMIR AI] 2024 Aug 27; Vol. 3, pp. e52190. Date of Electronic Publication: 2024 Aug 27.