Vision-Capable LLMs in Microsurgery: A Blinded Comparison of Two AI Models with Expert Microsurgeons in the Appraisal of 200 Experimental Anastomoses.
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| Title: | Vision-Capable LLMs in Microsurgery: A Blinded Comparison of Two AI Models with Expert Microsurgeons in the Appraisal of 200 Experimental Anastomoses. |
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| Authors: | Esanu V; Center for Complex Microvascular Surgery, Erasmus Universitair Medisch Centrum, 3015 GD Rotterdam, The Netherlands.; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Department of Vascular Surgery, Second Surgical Unit, Emergency County Hospital Cluj, 400006 Cluj-Napoca, Romania., Colosi HA; Department of Medical Informatics and Biostatistics, Iuliu Hațieganu University of Medicine and Pharmacy, 400349 Cluj-Napoca, Romania., Agoston S; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Marziali E; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Ilies RA; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Hantig LM; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Paun CM; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Stoia AI; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Onaciu A; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Pop IC; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Boznea CM; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Vartolomei AM; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania., Moustafa F; Department of Vascular Surgery, Second Surgical Unit, Emergency County Hospital Cluj, 400006 Cluj-Napoca, Romania., Dirven C; Department of Neurosurgery, Erasmus Universitair Medisch Centrum, 3015 GD Rotterdam, The Netherlands., Dindelegan GC; Department of General Surgery, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; First Surgical Unit, Emergency County Hospital Cluj, 400006 Cluj-Napoca, Romania., Volovici V; Center for Complex Microvascular Surgery, Erasmus Universitair Medisch Centrum, 3015 GD Rotterdam, The Netherlands.; Department of Neurosurgery, Erasmus Universitair Medisch Centrum, 3015 GD Rotterdam, The Netherlands. |
| Source: | Medical sciences (Basel, Switzerland) [Med Sci (Basel)] 2026 May 02; Vol. 14 (2). Date of Electronic Publication: 2026 May 02. |
| Publication Type: | Journal Article; Comparative Study |
| Journal Info: | Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101629322 Publication Model: Electronic Cited Medium: Internet ISSN: 2076-3271 (Electronic) Linking ISSN: 20763271 NLM ISO Abbreviation: Med Sci (Basel) Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42201027 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Vision-Capable LLMs in Microsurgery: A Blinded Comparison of Two AI Models with Expert Microsurgeons in the Appraisal of 200 Experimental Anastomoses. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Esanu+V%22">Esanu V</searchLink>; Center for Complex Microvascular Surgery, Erasmus Universitair Medisch Centrum, 3015 GD Rotterdam, The Netherlands.; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Department of Vascular Surgery, Second Surgical Unit, Emergency County Hospital Cluj, 400006 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Colosi+HA%22">Colosi HA</searchLink>; Department of Medical Informatics and Biostatistics, Iuliu Hațieganu University of Medicine and Pharmacy, 400349 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Agoston+S%22">Agoston S</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Marziali+E%22">Marziali E</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Ilies+RA%22">Ilies RA</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Hantig+LM%22">Hantig LM</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Paun+CM%22">Paun CM</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Stoia+AI%22">Stoia AI</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Onaciu+A%22">Onaciu A</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Pop+IC%22">Pop IC</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Boznea+CM%22">Boznea CM</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Vartolomei+AM%22">Vartolomei AM</searchLink>; Department of Experimental Microsurgery, Simulation and Experiment Center, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Moustafa+F%22">Moustafa F</searchLink>; Department of Vascular Surgery, Second Surgical Unit, Emergency County Hospital Cluj, 400006 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Dirven+C%22">Dirven C</searchLink>; Department of Neurosurgery, Erasmus Universitair Medisch Centrum, 3015 GD Rotterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Dindelegan+GC%22">Dindelegan GC</searchLink>; Department of General Surgery, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.; First Surgical Unit, Emergency County Hospital Cluj, 400006 Cluj-Napoca, Romania.<br /><searchLink fieldCode="AU" term="%22Volovici+V%22">Volovici V</searchLink>; Center for Complex Microvascular Surgery, Erasmus Universitair Medisch Centrum, 3015 GD Rotterdam, The Netherlands.; Department of Neurosurgery, Erasmus Universitair Medisch Centrum, 3015 GD Rotterdam, The Netherlands. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101629322%22">Medical sciences (Basel, Switzerland)</searchLink> [Med Sci (Basel)] 2026 May 02; Vol. 14 (2). <i>Date of Electronic Publication: </i>2026 May 02. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Comparative Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+AG%22">MDPI AG </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101629322 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2076-3271 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220763271%22">20763271 </searchLink><i>NLM ISO Abbreviation: </i>Med Sci (Basel) <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42201027 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3390/medsci14020235 Languages: – Code: eng Text: English Titles: – TitleFull: Vision-Capable LLMs in Microsurgery: A Blinded Comparison of Two AI Models with Expert Microsurgeons in the Appraisal of 200 Experimental Anastomoses. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Esanu V – PersonEntity: Name: NameFull: Colosi HA – PersonEntity: Name: NameFull: Agoston S – PersonEntity: Name: NameFull: Marziali E – PersonEntity: Name: NameFull: Ilies RA – PersonEntity: Name: NameFull: Hantig LM – PersonEntity: Name: NameFull: Paun CM – PersonEntity: Name: NameFull: Stoia AI – PersonEntity: Name: NameFull: Onaciu A – PersonEntity: Name: NameFull: Pop IC – PersonEntity: Name: NameFull: Boznea CM – PersonEntity: Name: NameFull: Vartolomei AM – PersonEntity: Name: NameFull: Moustafa F – PersonEntity: Name: NameFull: Dirven C – PersonEntity: Name: NameFull: Dindelegan GC – PersonEntity: Name: NameFull: Volovici V IsPartOfRelationships: – BibEntity: Dates: – D: 02 M: 05 Text: 2026 May 02 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2076-3271 Numbering: – Type: volume Value: 14 – Type: issue Value: 2 Titles: – TitleFull: Medical sciences (Basel, Switzerland) Type: main |
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