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. |
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| 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 |
| Database: | MEDLINE Ultimate |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42132409 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: AI-Based Markerless Computer Vision Framework for Open Surgery Skill Assessment: A Prototype Assessment Framework. – Name: Author Label: Authors Group: Au 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. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101233809%22">Surgical innovation</searchLink> [Surg Innov] 2026 May 14, pp. 15533506261451990. <i>Date of Electronic Publication: </i>2026 May 14. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Sage+Publications%22">Sage Publications </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101233809 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1553-3514 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215533506%22">15533506 </searchLink><i>NLM ISO Abbreviation: </i>Surg Innov <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42132409 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1177/15533506261451990 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 15533506261451990 Titles: – TitleFull: AI-Based Markerless Computer Vision Framework for Open Surgery Skill Assessment: A Prototype Assessment Framework. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Zulbaran-Rojas A – PersonEntity: Name: NameFull: Rouzi MD – PersonEntity: Name: NameFull: Hansraj N – PersonEntity: Name: NameFull: Erstad D – PersonEntity: Name: NameFull: Bargas-Ochoa M – PersonEntity: Name: NameFull: D'Silva E – PersonEntity: Name: NameFull: Kirby RP – PersonEntity: Name: NameFull: Salas N – PersonEntity: Name: NameFull: Rojas Y – PersonEntity: Name: NameFull: Najafi B IsPartOfRelationships: – BibEntity: Dates: – D: 14 M: 05 Text: 2026 May 14 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1553-3514 Titles: – TitleFull: Surgical innovation Type: main |
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