Artificial intelligence in orthopaedics should be built with surgeons, not just for them!

IF 5
Felix C Oettl, Balint Zsidai, Jacob F Oeding, Ting Cong, Elmar Herbst, Gergely Pánics, Philipp W Winkler, Volker Musahl, Eric Hamrin Senorski, Romain Seil, Christophe Ley, Yinan Yu, Thomas Tischer, Stefano Zaffagnini, Umile Giuseppe Longo, Michael T Hirschmann, Michael Hantes, Kristian Samuelsson
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Abstract

Surgical artificial intelligence (AI) is typically validated on one patient population and then deployed unchanged into another, without surgeon input into its design. AI in orthopaedics should be built with surgeons, not simply for them: Surgeons should hold shared authority over the clinical question, data curation, validation, implementation, monitoring and retirement of any tool they use. Specialty-tuned models outperform general-purpose systems on some tasks, but the margin is modest and likely to narrow as generalist models improve. The more durable distinction is who controls the update loop-who can retrain a model on local outcomes, audit its failures and withdraw it when it drifts. Trial evidence shows that a clinician kept in that loop by design, not as an afterthought, outperforms working alone. What determines whether orthopaedic AI fulfils its promise is not model architecture, but who stays accountable to the surgeon at the bedside when the model needs to change.

整形外科的人工智能应该与外科医生一起建立,而不仅仅是为他们建立!
外科人工智能(AI)通常在一个患者群体中进行验证,然后在不需要外科医生输入的情况下将其原样部署到另一个患者群体中。整形外科中的人工智能应该与外科医生一起建立,而不仅仅是为他们建立:外科医生应该对他们使用的任何工具的临床问题、数据管理、验证、实施、监测和退役拥有共同的权力。专门调整的模型在某些任务上优于通用系统,但差距不大,而且随着通才模型的改进,差距可能会缩小。更持久的区别在于谁控制更新循环——谁可以根据本地结果重新训练模型,审计其失败,并在出现偏差时将其撤回。试验证据表明,一个临床医生被设计在这个循环中,而不是事后才想到的,比单独工作要好。决定骨科人工智能能否实现其承诺的不是模型架构,而是当模型需要改变时,谁对床边的外科医生负责。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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