Comparing ChatGPT 3.5 and 4.0 in Low Back Pain Patient Education: Addressing Strengths, Limitations, and Psychosocial Challenges

可读性 医学 社会心理的 可靠性(半导体) 物理疗法 临床心理学 精神科 物理 哲学 功率(物理) 量子力学 语言学
作者
Alper Tabanlı,Nihat Demirhan Demirkıran
出处
期刊:World Neurosurgery [Elsevier BV]
卷期号:196: 123755-123755
标识
DOI:10.1016/j.wneu.2025.123755
摘要

Artificial intelligence tools like ChatGPT have gained attention for their potential to support patient education by providing accessible, evidence-based information. This study compares the performance of ChatGPT 3.5 and ChatGPT 4.0 in answering common patient questions about low back pain, focusing on response quality, readability, and adherence to clinical guidelines, while also addressing the models' limitations in managing psychosocial concerns. Thirty frequently asked patient questions about low back pain were categorized into 4 groups: Diagnosis, Treatment, Psychosocial Factors, and Management Approaches. Responses generated by ChatGPT 3.5 and 4.0 were evaluated on 3 key metrics: 1) response quality: rated on a scale of 1 (excellent) to 4 (unsatisfactory); 2) DISCERN criteria: evaluating reliability and adherence to clinical guidelines, with scores ranging from 1 (low reliability) to 5 (high reliability; and 3) readability: assessed using 7 readability formulas, including Flesch-Kincaid and Gunning Fog Index. ChatGPT 4.0 significantly outperformed ChatGPT 3.5 in response quality across all categories, with a mean score of 1.03 compared to 2.07 for ChatGPT 3.5 (P < 0.001). ChatGPT 4.0 also demonstrated higher DISCERN scores (4.93 vs. 4.00, P < 0.001). However, both versions struggled with psychosocial factor questions, where responses were rated lower than for Diagnosis, Treatment, and Management questions (P = 0.04). ChatGPT 3.5 and 4.0 limitations in addressing psychosocial concerns highlight the need for clinician oversight, particularly for emotionally sensitive issues. Enhancing artificial intelligence's capability in managing psychosocial aspects of patient care should be a priority in future iterations.

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