Evaluation and practical application of prompt-driven ChatGPTs for EMR generation.

Ding, Hanlin; Xia, Wenjie; Zhou, Yujia; Wei, Lei; Feng, Yipeng; Wang, Zi; Song, Xuming; Li, Rutao et al. · NPJ Digit Med · 2025

other · Level IV

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Abstract

This study investigates the application of prompt engineering to optimize prompt-driven ChatGPT for generating electronic medical records (EMRs) during lung nodule screening. We assessed the performance of ChatGPT in generating EMRs from patient-provider verbal consultations and integrated this approach into practical tools, such as WeChat mini-programs, accessible to patients before hospital visits. The findings highlight ChatGPT's potential to enhance workflow efficiency and improve diagnostic processes in clinical settings.