To evaluate and quantify the use of uncertainty language in pediatric radiology report impressions, focusing on variation of uncertainty by modality, patient demographics, and care setting. Read More

Meeting name: SPR 2025 Annual Meeting , 2025

Authors: Moon John, Li Hanzhou, Yang Ling, Yang Yinghua, Kadom Nadja

Keywords: Radiologist Reporting Styles, Quality Improvement, Language

Pediatric radiology presents unique educational challenges, requiring trainees to master complex imaging patterns across varying patient ages and developmental stages. We developed an innovative learning platform powered by large language models (LLMs) to address these challenges through personalized, adaptive instruction. Our approach aims to bridge the gap between traditional teaching methods and the need for consistent, scalable feedback in pediatric imaging education. Read More

Meeting name: SPR 2025 Annual Meeting , 2025

Authors: Battle Wilson, Bala Wasif, Smith Hayden, Moon John, Li Hanzhou, Weinberg Brent, Trivedi Hari

Keywords: Adaptive Learning, Educational Informatics