AI-Based Markerless Computer Vision Framework for Open Surgery Skill Assessment: A Prototype Assessment Framework.

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Title: AI-Based Markerless Computer Vision Framework for Open Surgery Skill Assessment: A Prototype Assessment Framework.
Authors: Zulbaran-Rojas A; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA., Rouzi MD; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Center for Advanced Surgical and Interventional Technology (CASIT), Department of Surgery, David Geffen College of Medicine, University of California, Los Angeles, CA, USA., Hansraj N; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Surgical Simulation Center, Baylor College of Medicine, Houston, TX, USA., Erstad D; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA., Bargas-Ochoa M; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA., D'Silva E; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA., Kirby RP; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA., Salas N; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Surgical Simulation Center, Baylor College of Medicine, Houston, TX, USA., Rojas Y; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Surgical Simulation Center, Baylor College of Medicine, Houston, TX, USA., Najafi B; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Center for Advanced Surgical and Interventional Technology (CASIT), Department of Surgery, David Geffen College of Medicine, University of California, Los Angeles, CA, USA.
Source: Surgical innovation [Surg Innov] 2026 May 14, pp. 15533506261451990. Date of Electronic Publication: 2026 May 14.
Publication Type: Journal Article
Journal Info: Publisher: Sage Publications Country of Publication: United States NLM ID: 101233809 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1553-3514 (Electronic) Linking ISSN: 15533506 NLM ISO Abbreviation: Surg Innov Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Zulbaran-Rojas+A%22">Zulbaran-Rojas A</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Rouzi+MD%22">Rouzi MD</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Center for Advanced Surgical and Interventional Technology (CASIT), Department of Surgery, David Geffen College of Medicine, University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Hansraj+N%22">Hansraj N</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Surgical Simulation Center, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Erstad+D%22">Erstad D</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Bargas-Ochoa+M%22">Bargas-Ochoa M</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22D'Silva+E%22">D'Silva E</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Kirby+RP%22">Kirby RP</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Salas+N%22">Salas N</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Surgical Simulation Center, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Rojas+Y%22">Rojas Y</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Surgical Simulation Center, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Najafi+B%22">Najafi B</searchLink>; Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, USA.; Center for Advanced Surgical and Interventional Technology (CASIT), Department of Surgery, David Geffen College of Medicine, University of California, Los Angeles, CA, USA.
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              Text: 2026 May 14
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