Using Consensus-Based Reasoning and Large Language Models to Extract Structured Data From Surgical Pathology Reports
Year: 2025
Type: article
Language: en
Topic: AI in cancer detection
Authors and affiliations:
raw_author_name: Aakash Tripathi
raw_affiliation_strings: Department of Machine Learning, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida. Electronic address: Aakash.Tripathi@moffitt.org
Department of Machine Learning, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL. Electronic address: Aakash.Tripathi@moffitt.org
raw_author_name: Asim Waqas
raw_affiliation_strings: Department of Machine Learning, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida. Electronic address: Asim.Waqas@moffitt.org
Department of Machine Learning, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL
raw_author_name: Kavya Venkatesan
raw_affiliation_strings: Department of Machine Learning, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida
Department of Machine Learning, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL
raw_author_name: Ehsan Ullah
raw_affiliation_strings: Department of Pathology, College of Medicine, The Ohio State University, Columbus, Ohio
Department of Pathology, College of Medicine, The Ohio State University, Columbus, OH
raw_author_name: Asma Khan
raw_affiliation_strings: Armed Forces Institute of Pathology, Rawalpindi, Pakistan
raw_author_name: Farah Khalil
raw_affiliation_strings: Department of Pathology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida
Department of Pathology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL
raw_author_name: Wei-Shen Chen
raw_affiliation_strings: Department of Dermatology & Cutaneous Surgery, University of South Florida, Tampa, Florida
Department of Dermatology & Cutaneous Surgery, University of South Florida, Tampa, FL
raw_author_name: Zarifa Gahramanli Ozturk
raw_affiliation_strings: Clinical Science Lab, Basic and Clinical Science Division, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida
Clinical Science Lab, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL
raw_author_name: Daryoush Saeed-Vafa
raw_affiliation_strings: Department of Pathology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida
Department of Pathology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL
raw_author_name: Marilyn M. Bui
raw_affiliation_strings: Department of Pathology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida
Department of Pathology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL
raw_author_name: Matthew B. Schabath
raw_affiliation_strings: Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida
Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL
raw_author_name: Ghulam Rasool
raw_affiliation_strings: Department of Machine Learning, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida
Department of Machine Learning, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL