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  4. ChatGPT-assisted pain history-taking system for musculoskeletal rehabilitation: Development and preliminary psychometric validation.
 
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ChatGPT-assisted pain history-taking system for musculoskeletal rehabilitation: Development and preliminary psychometric validation.

Journal
Musculoskeletal science & practice
Journal Volume
85
Start Page
103594
ISSN
2468-7812
Date Issued
2026-06-06
Author(s)
Chen, Shu-Mei
Laksmita, Okki Dhona
Lee, Meng-Lin
DER-SHENG HAN  
SHIN-LIANG PAN  
Tsai, Yi-Cheng
CHING-LIN HSIEH  
DOI
10.1016/j.msksp.2026.103594
URI
https://scholars.lib.ntu.edu.tw/handle/123456789/739342
Abstract
Chronic musculoskeletal pain requires comprehensive history-taking, yet traditional approaches often yield inconsistent documentation and limited cross-visit comparability. Evidence for evaluated artificial intelligence (AI)-assisted pain history-taking tools remains limited. Objective To develop and preliminarily evaluate the Chronic Musculoskeletal Pain–E-history Acquisition System (CMP-EAS), a ChatGPT-assisted, framework-anchored structured workflow for pain history-taking. Methods Thirty-six patients with chronic musculoskeletal pain completed CMP-EAS interviews in a single-center observational study; five experts assessed content validity. Content validity was assessed using item- and scale-level indices (I-CVI, S-CVI/Ave), with relevance and clarity evaluated separately. Deterministic repeatability under controlled conditions was examined in three independent retests using agreement and prevalence- and bias-adjusted kappa (PABAK) at both item and response levels. User experience was assessed using a 21-item survey (5-point Likert scale). Results CMP-EAS comprised 13 items covering core pain-history domains. Content validity was excellent (S-CVI/Ave = 1.00 for relevance; 0.97 for clarity). Item-level repeatability was perfect (agreement, 100%; PABAK = 1.00), and response-level repeatability was near-perfect (agreement, 94–100%; PABAK = 0.89–1.00). User experience was favorable (mean ± SD 4.2 ± 0.5/5.0), with interaction comfort rated highest (4.4 ± 0.5) and trust lowest (4.0 ± 0.7). Conclusion In a Mandarin-speaking sample from a single tertiary center in southern Taiwan, CMP-EAS demonstrated preliminary content validity, structural consistency, high deterministic repeatability, and favorable user experience. A one-question-at-a-time, framework-anchored workflow may standardize initial pain-history documentation and support cross-visit comparison. These findings reflect system-level reproducibility rather than real-world clinical performance; broader validation is required before clinical generalization.
Subjects
Artificial intelligence
ChatGPT
Deterministic repeatability
Pain history-taking
Type
journal article

臺大位居世界頂尖大學之列,為永久珍藏及向國際展現本校豐碩的研究成果及學術能量,圖書館整合機構典藏(NTUR)與學術庫(AH)不同功能平台,成為臺大學術典藏NTU scholars。期能整合研究能量、促進交流合作、保存學術產出、推廣研究成果。

To permanently archive and promote researcher profiles and scholarly works, Library integrates the services of “NTU Repository” with “Academic Hub” to form NTU Scholars.

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開放取用是從使用者角度提升資訊取用性的社會運動,應用在學術研究上是透過將研究著作公開供使用者自由取閱,以促進學術傳播及因應期刊訂購費用逐年攀升。同時可加速研究發展、提升研究影響力,NTU Scholars即為本校的開放取用典藏(OA Archive)平台。(點選深入了解OA)

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