AI-Driven Integrated System for Burn Depth Prediction With Electronic Medical Records: Algorithm Development and Validation

• Published in: JMIR medical informatics Vol. 13; p. e68366
• Main Authors: Rahman, Md Masudur, Masry, Mohamed El, Gnyawali, Surya C, Xue, Yexiang, Gordillo, Gayle, Wachs, Juan P
• Format: Journal Article
• Language: English
• Published: Canada JMIR Publications 15.08.2025
• Subjects: Algorithms; Artificial Intelligence; Burns - classification; Burns - diagnosis; Burns - diagnostic imaging; Computer-Aided Diagnosis; Decision making; Decision Support for Health Professionals; Electronic Health Records; Female; Humans; Imaging Informatics; Machine Learning; Male; Medical Imaging; Medical records; Original Paper; burn diagnosis; electronic medical record; EMR; large language model; vision-language model; ultrasound

Burn injuries represent a significant clinical challenge due to the complexity of accurately assessing burn depth, which directly influences the course of treatment and patient outcomes. Traditional diagnostic methods primarily rely on visual inspection by experienced burn surgeons. Studies report d...