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Artificial intelligence-based computer-aided system for knee osteoarthritis assessment increases experienced orthopaedic surgeons’ agreement rate and accuracy

医学 模态(人机交互) 骨科手术 组内相关 医学物理学 分级(工程) 金标准(测试) 模式 骨关节炎 物理疗法 核医学 放射科 外科 人工智能 病理 计算机科学 工程类 社会学 土木工程 心理测量学 替代医学 临床心理学 社会科学
作者
Maria Anna Smolle,Christoph Goetz,Dietmar Maurer,Ines Vielgut,M. John Novak,Gerhard Zier,Andreas Leithner,Stefan Nehrer,Tiago Paixão,Richard Ljuhar,Patrick Sadoghi
出处
期刊:Knee Surgery, Sports Traumatology, Arthroscopy [Springer Nature]
卷期号:31 (3): 1053-1062 被引量:9
标识
DOI:10.1007/s00167-022-07220-y
摘要

The aims of this study were to (1) analyze the impact of an artificial intelligence (AI)-based computer system on the accuracy and agreement rate of board-certified orthopaedic surgeons (= senior readers) to detect X-ray features indicative of knee OA in comparison to unaided assessment and (2) compare the results to those of senior residents (= junior readers).One hundred and twenty-four unilateral knee X-rays from the OAI study were analyzed regarding Kellgren-Lawrence grade, joint space narrowing (JSN), sclerosis and osteophyte OARSI grade by computerized methods. Images were rated for these parameters by three senior readers using two modalities: plain X-ray (unaided) and X-ray presented alongside reports from a computer-assisted detection system (aided). After exclusion of nine images with incomplete annotation, intraclass correlations between readers were calculated for both modalities among 115 images, and reader performance was compared to ground truth (OAI consensus). Accuracy, sensitivity and specificity were also calculated and the results were compared to those from a previous study on junior readers.With the aided modality, senior reader agreement rates for KL grade (2.0-fold), sclerosis (1.42-fold), JSN (1.37-fold) and osteophyte OARSI grades (3.33-fold) improved significantly. Reader specificity and accuracy increased significantly for all features when using the aided modality compared to the gold standard. On the other hand, sensitivity only increased for OA diagnosis, whereas it decreased (without statistical significance) for all other features. With aided analysis, senior readers reached similar agreement and accuracy rates as junior readers, with both surpassing AI performance.The introduction of AI-based computer-aided assessment systems can increase the agreement rate and overall accuracy for knee OA diagnosis among board-certified orthopaedic surgeons. Thus, use of this software may improve the standard of care for knee OA detection and diagnosis in the future.Level II.
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