View in EDS

Current validation practice undermines surgical AI development.

Saved in:
Bibliographic Details
Title: Current validation practice undermines surgical AI development.
Authors: Reinke A, Li ZO, Tizabi MD, André P, Knopp M, Rother MM, Machado IP, Altieri MS, Alapatt D, Bano S, Bodenstedt S, Burgert O, Chen ECS, Collins JW, Colliot O, Christodoulou E, Czempiel T, Das A, Docea R, Donoho D, Dou Q, Eckhoff J, Engelhardt S, Fichtinger G, Fuernstahl P, Kilroy PG, Giannarou S, Gilbert S, Gockel I, Godau P, Gödeke J, Grantcharov TP, Haidegger T, Hann A, Hashizume M, Heitz C, Hisey R, Hoffmann H, Huaulmé A, Jäger PF, Jannin P, Jarc A, Jena R, Jin Y, Joskowicz L, Joyeux L, Kirchner M, Krieger A, Kronreif G, Lam K, Laufer S, Lavanchy JL, Lee GI, Lim R, Liu P, Marcus HJ, Mascagni P, Meireles OR, Mueller BP, Mündermann L, Nakawala H, Navab N, Ndong A, Neumann J, Nickel F, Nolden M, Nwoye C, Oh N, Padoy N, Pausch T, Pfeiffer M, Rädsch T, Ren H, Rieke N, Rivoir D, Sarikaya D, Schmidgall S, Seibold M, Seidlitz S, Seitel A, Sharan L, Siewerdsen JH, Srivastav V, Sznitman R, Taylor R, Tran TN, Unberath M, van der Sommen F, Wagner M, Yamlahi A, Zhou SK, Zia A, Madani A, Stoyanov D, Speidel S, Hashimoto DA, Kolbinger FR, Maier-Hein L
Source: ArXiv [ArXiv] 2026 Apr 21. Date of Electronic Publication: 2026 Apr 21.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101759493 Publication Model: Electronic Cited Medium: Internet ISSN: 2331-8422 (Electronic) Linking ISSN: 23318422 NLM ISO Abbreviation: ArXiv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 42078503
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Current validation practice undermines surgical AI development.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Reinke+A%22">Reinke A</searchLink><br /><searchLink fieldCode="AU" term="%22Li+ZO%22">Li ZO</searchLink><br /><searchLink fieldCode="AU" term="%22Tizabi+MD%22">Tizabi MD</searchLink><br /><searchLink fieldCode="AU" term="%22André+P%22">André P</searchLink><br /><searchLink fieldCode="AU" term="%22Knopp+M%22">Knopp M</searchLink><br /><searchLink fieldCode="AU" term="%22Rother+MM%22">Rother MM</searchLink><br /><searchLink fieldCode="AU" term="%22Machado+IP%22">Machado IP</searchLink><br /><searchLink fieldCode="AU" term="%22Altieri+MS%22">Altieri MS</searchLink><br /><searchLink fieldCode="AU" term="%22Alapatt+D%22">Alapatt D</searchLink><br /><searchLink fieldCode="AU" term="%22Bano+S%22">Bano S</searchLink><br /><searchLink fieldCode="AU" term="%22Bodenstedt+S%22">Bodenstedt S</searchLink><br /><searchLink fieldCode="AU" term="%22Burgert+O%22">Burgert O</searchLink><br /><searchLink fieldCode="AU" term="%22Chen+ECS%22">Chen ECS</searchLink><br /><searchLink fieldCode="AU" term="%22Collins+JW%22">Collins JW</searchLink><br /><searchLink fieldCode="AU" term="%22Colliot+O%22">Colliot O</searchLink><br /><searchLink fieldCode="AU" term="%22Christodoulou+E%22">Christodoulou E</searchLink><br /><searchLink fieldCode="AU" term="%22Czempiel+T%22">Czempiel T</searchLink><br /><searchLink fieldCode="AU" term="%22Das+A%22">Das A</searchLink><br /><searchLink fieldCode="AU" term="%22Docea+R%22">Docea R</searchLink><br /><searchLink fieldCode="AU" term="%22Donoho+D%22">Donoho D</searchLink><br /><searchLink fieldCode="AU" term="%22Dou+Q%22">Dou Q</searchLink><br /><searchLink fieldCode="AU" term="%22Eckhoff+J%22">Eckhoff J</searchLink><br /><searchLink fieldCode="AU" term="%22Engelhardt+S%22">Engelhardt S</searchLink><br /><searchLink fieldCode="AU" term="%22Fichtinger+G%22">Fichtinger G</searchLink><br /><searchLink fieldCode="AU" term="%22Fuernstahl+P%22">Fuernstahl P</searchLink><br /><searchLink fieldCode="AU" term="%22Kilroy+PG%22">Kilroy PG</searchLink><br /><searchLink fieldCode="AU" term="%22Giannarou+S%22">Giannarou S</searchLink><br /><searchLink fieldCode="AU" term="%22Gilbert+S%22">Gilbert S</searchLink><br /><searchLink fieldCode="AU" term="%22Gockel+I%22">Gockel I</searchLink><br /><searchLink fieldCode="AU" term="%22Godau+P%22">Godau P</searchLink><br /><searchLink fieldCode="AU" term="%22Gödeke+J%22">Gödeke J</searchLink><br /><searchLink fieldCode="AU" term="%22Grantcharov+TP%22">Grantcharov TP</searchLink><br /><searchLink fieldCode="AU" term="%22Haidegger+T%22">Haidegger T</searchLink><br /><searchLink fieldCode="AU" term="%22Hann+A%22">Hann A</searchLink><br /><searchLink fieldCode="AU" term="%22Hashizume+M%22">Hashizume M</searchLink><br /><searchLink fieldCode="AU" term="%22Heitz+C%22">Heitz C</searchLink><br /><searchLink fieldCode="AU" term="%22Hisey+R%22">Hisey R</searchLink><br /><searchLink fieldCode="AU" term="%22Hoffmann+H%22">Hoffmann H</searchLink><br /><searchLink fieldCode="AU" term="%22Huaulmé+A%22">Huaulmé A</searchLink><br /><searchLink fieldCode="AU" term="%22Jäger+PF%22">Jäger PF</searchLink><br /><searchLink fieldCode="AU" term="%22Jannin+P%22">Jannin P</searchLink><br /><searchLink fieldCode="AU" term="%22Jarc+A%22">Jarc A</searchLink><br /><searchLink fieldCode="AU" term="%22Jena+R%22">Jena R</searchLink><br /><searchLink fieldCode="AU" term="%22Jin+Y%22">Jin Y</searchLink><br /><searchLink fieldCode="AU" term="%22Joskowicz+L%22">Joskowicz L</searchLink><br /><searchLink fieldCode="AU" term="%22Joyeux+L%22">Joyeux L</searchLink><br /><searchLink fieldCode="AU" term="%22Kirchner+M%22">Kirchner M</searchLink><br /><searchLink fieldCode="AU" term="%22Krieger+A%22">Krieger A</searchLink><br /><searchLink fieldCode="AU" term="%22Kronreif+G%22">Kronreif G</searchLink><br /><searchLink fieldCode="AU" term="%22Lam+K%22">Lam K</searchLink><br /><searchLink fieldCode="AU" term="%22Laufer+S%22">Laufer S</searchLink><br /><searchLink fieldCode="AU" term="%22Lavanchy+JL%22">Lavanchy JL</searchLink><br /><searchLink fieldCode="AU" term="%22Lee+GI%22">Lee GI</searchLink><br /><searchLink fieldCode="AU" term="%22Lim+R%22">Lim R</searchLink><br /><searchLink fieldCode="AU" term="%22Liu+P%22">Liu P</searchLink><br /><searchLink fieldCode="AU" term="%22Marcus+HJ%22">Marcus HJ</searchLink><br /><searchLink fieldCode="AU" term="%22Mascagni+P%22">Mascagni P</searchLink><br /><searchLink fieldCode="AU" term="%22Meireles+OR%22">Meireles OR</searchLink><br /><searchLink fieldCode="AU" term="%22Mueller+BP%22">Mueller BP</searchLink><br /><searchLink fieldCode="AU" term="%22Mündermann+L%22">Mündermann L</searchLink><br /><searchLink fieldCode="AU" term="%22Nakawala+H%22">Nakawala H</searchLink><br /><searchLink fieldCode="AU" term="%22Navab+N%22">Navab N</searchLink><br /><searchLink fieldCode="AU" term="%22Ndong+A%22">Ndong A</searchLink><br /><searchLink fieldCode="AU" term="%22Neumann+J%22">Neumann J</searchLink><br /><searchLink fieldCode="AU" term="%22Nickel+F%22">Nickel F</searchLink><br /><searchLink fieldCode="AU" term="%22Nolden+M%22">Nolden M</searchLink><br /><searchLink fieldCode="AU" term="%22Nwoye+C%22">Nwoye C</searchLink><br /><searchLink fieldCode="AU" term="%22Oh+N%22">Oh N</searchLink><br /><searchLink fieldCode="AU" term="%22Padoy+N%22">Padoy N</searchLink><br /><searchLink fieldCode="AU" term="%22Pausch+T%22">Pausch T</searchLink><br /><searchLink fieldCode="AU" term="%22Pfeiffer+M%22">Pfeiffer M</searchLink><br /><searchLink fieldCode="AU" term="%22Rädsch+T%22">Rädsch T</searchLink><br /><searchLink fieldCode="AU" term="%22Ren+H%22">Ren H</searchLink><br /><searchLink fieldCode="AU" term="%22Rieke+N%22">Rieke N</searchLink><br /><searchLink fieldCode="AU" term="%22Rivoir+D%22">Rivoir D</searchLink><br /><searchLink fieldCode="AU" term="%22Sarikaya+D%22">Sarikaya D</searchLink><br /><searchLink fieldCode="AU" term="%22Schmidgall+S%22">Schmidgall S</searchLink><br /><searchLink fieldCode="AU" term="%22Seibold+M%22">Seibold M</searchLink><br /><searchLink fieldCode="AU" term="%22Seidlitz+S%22">Seidlitz S</searchLink><br /><searchLink fieldCode="AU" term="%22Seitel+A%22">Seitel A</searchLink><br /><searchLink fieldCode="AU" term="%22Sharan+L%22">Sharan L</searchLink><br /><searchLink fieldCode="AU" term="%22Siewerdsen+JH%22">Siewerdsen JH</searchLink><br /><searchLink fieldCode="AU" term="%22Srivastav+V%22">Srivastav V</searchLink><br /><searchLink fieldCode="AU" term="%22Sznitman+R%22">Sznitman R</searchLink><br /><searchLink fieldCode="AU" term="%22Taylor+R%22">Taylor R</searchLink><br /><searchLink fieldCode="AU" term="%22Tran+TN%22">Tran TN</searchLink><br /><searchLink fieldCode="AU" term="%22Unberath+M%22">Unberath M</searchLink><br /><searchLink fieldCode="AU" term="%22van+der+Sommen+F%22">van der Sommen F</searchLink><br /><searchLink fieldCode="AU" term="%22Wagner+M%22">Wagner M</searchLink><br /><searchLink fieldCode="AU" term="%22Yamlahi+A%22">Yamlahi A</searchLink><br /><searchLink fieldCode="AU" term="%22Zhou+SK%22">Zhou SK</searchLink><br /><searchLink fieldCode="AU" term="%22Zia+A%22">Zia A</searchLink><br /><searchLink fieldCode="AU" term="%22Madani+A%22">Madani A</searchLink><br /><searchLink fieldCode="AU" term="%22Stoyanov+D%22">Stoyanov D</searchLink><br /><searchLink fieldCode="AU" term="%22Speidel+S%22">Speidel S</searchLink><br /><searchLink fieldCode="AU" term="%22Hashimoto+DA%22">Hashimoto DA</searchLink><br /><searchLink fieldCode="AU" term="%22Kolbinger+FR%22">Kolbinger FR</searchLink><br /><searchLink fieldCode="AU" term="%22Maier-Hein+L%22">Maier-Hein L</searchLink>
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101759493%22">ArXiv</searchLink> [ArXiv] 2026 Apr 21. <i>Date of Electronic Publication: </i>2026 Apr 21.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article; Preprint
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Country of Publication: </i>United States <i>NLM ID: </i>101759493 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2331-8422 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223318422%22">23318422 </searchLink><i>NLM ISO Abbreviation: </i>ArXiv <i>Subsets: </i>PubMed not MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42078503
RecordInfo BibRecord:
  BibEntity:
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: Current validation practice undermines surgical AI development.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Reinke A
      – PersonEntity:
          Name:
            NameFull: Li ZO
      – PersonEntity:
          Name:
            NameFull: Tizabi MD
      – PersonEntity:
          Name:
            NameFull: André P
      – PersonEntity:
          Name:
            NameFull: Knopp M
      – PersonEntity:
          Name:
            NameFull: Rother MM
      – PersonEntity:
          Name:
            NameFull: Machado IP
      – PersonEntity:
          Name:
            NameFull: Altieri MS
      – PersonEntity:
          Name:
            NameFull: Alapatt D
      – PersonEntity:
          Name:
            NameFull: Bano S
      – PersonEntity:
          Name:
            NameFull: Bodenstedt S
      – PersonEntity:
          Name:
            NameFull: Burgert O
      – PersonEntity:
          Name:
            NameFull: Chen ECS
      – PersonEntity:
          Name:
            NameFull: Collins JW
      – PersonEntity:
          Name:
            NameFull: Colliot O
      – PersonEntity:
          Name:
            NameFull: Christodoulou E
      – PersonEntity:
          Name:
            NameFull: Czempiel T
      – PersonEntity:
          Name:
            NameFull: Das A
      – PersonEntity:
          Name:
            NameFull: Docea R
      – PersonEntity:
          Name:
            NameFull: Donoho D
      – PersonEntity:
          Name:
            NameFull: Dou Q
      – PersonEntity:
          Name:
            NameFull: Eckhoff J
      – PersonEntity:
          Name:
            NameFull: Engelhardt S
      – PersonEntity:
          Name:
            NameFull: Fichtinger G
      – PersonEntity:
          Name:
            NameFull: Fuernstahl P
      – PersonEntity:
          Name:
            NameFull: Kilroy PG
      – PersonEntity:
          Name:
            NameFull: Giannarou S
      – PersonEntity:
          Name:
            NameFull: Gilbert S
      – PersonEntity:
          Name:
            NameFull: Gockel I
      – PersonEntity:
          Name:
            NameFull: Godau P
      – PersonEntity:
          Name:
            NameFull: Gödeke J
      – PersonEntity:
          Name:
            NameFull: Grantcharov TP
      – PersonEntity:
          Name:
            NameFull: Haidegger T
      – PersonEntity:
          Name:
            NameFull: Hann A
      – PersonEntity:
          Name:
            NameFull: Hashizume M
      – PersonEntity:
          Name:
            NameFull: Heitz C
      – PersonEntity:
          Name:
            NameFull: Hisey R
      – PersonEntity:
          Name:
            NameFull: Hoffmann H
      – PersonEntity:
          Name:
            NameFull: Huaulmé A
      – PersonEntity:
          Name:
            NameFull: Jäger PF
      – PersonEntity:
          Name:
            NameFull: Jannin P
      – PersonEntity:
          Name:
            NameFull: Jarc A
      – PersonEntity:
          Name:
            NameFull: Jena R
      – PersonEntity:
          Name:
            NameFull: Jin Y
      – PersonEntity:
          Name:
            NameFull: Joskowicz L
      – PersonEntity:
          Name:
            NameFull: Joyeux L
      – PersonEntity:
          Name:
            NameFull: Kirchner M
      – PersonEntity:
          Name:
            NameFull: Krieger A
      – PersonEntity:
          Name:
            NameFull: Kronreif G
      – PersonEntity:
          Name:
            NameFull: Lam K
      – PersonEntity:
          Name:
            NameFull: Laufer S
      – PersonEntity:
          Name:
            NameFull: Lavanchy JL
      – PersonEntity:
          Name:
            NameFull: Lee GI
      – PersonEntity:
          Name:
            NameFull: Lim R
      – PersonEntity:
          Name:
            NameFull: Liu P
      – PersonEntity:
          Name:
            NameFull: Marcus HJ
      – PersonEntity:
          Name:
            NameFull: Mascagni P
      – PersonEntity:
          Name:
            NameFull: Meireles OR
      – PersonEntity:
          Name:
            NameFull: Mueller BP
      – PersonEntity:
          Name:
            NameFull: Mündermann L
      – PersonEntity:
          Name:
            NameFull: Nakawala H
      – PersonEntity:
          Name:
            NameFull: Navab N
      – PersonEntity:
          Name:
            NameFull: Ndong A
      – PersonEntity:
          Name:
            NameFull: Neumann J
      – PersonEntity:
          Name:
            NameFull: Nickel F
      – PersonEntity:
          Name:
            NameFull: Nolden M
      – PersonEntity:
          Name:
            NameFull: Nwoye C
      – PersonEntity:
          Name:
            NameFull: Oh N
      – PersonEntity:
          Name:
            NameFull: Padoy N
      – PersonEntity:
          Name:
            NameFull: Pausch T
      – PersonEntity:
          Name:
            NameFull: Pfeiffer M
      – PersonEntity:
          Name:
            NameFull: Rädsch T
      – PersonEntity:
          Name:
            NameFull: Ren H
      – PersonEntity:
          Name:
            NameFull: Rieke N
      – PersonEntity:
          Name:
            NameFull: Rivoir D
      – PersonEntity:
          Name:
            NameFull: Sarikaya D
      – PersonEntity:
          Name:
            NameFull: Schmidgall S
      – PersonEntity:
          Name:
            NameFull: Seibold M
      – PersonEntity:
          Name:
            NameFull: Seidlitz S
      – PersonEntity:
          Name:
            NameFull: Seitel A
      – PersonEntity:
          Name:
            NameFull: Sharan L
      – PersonEntity:
          Name:
            NameFull: Siewerdsen JH
      – PersonEntity:
          Name:
            NameFull: Srivastav V
      – PersonEntity:
          Name:
            NameFull: Sznitman R
      – PersonEntity:
          Name:
            NameFull: Taylor R
      – PersonEntity:
          Name:
            NameFull: Tran TN
      – PersonEntity:
          Name:
            NameFull: Unberath M
      – PersonEntity:
          Name:
            NameFull: van der Sommen F
      – PersonEntity:
          Name:
            NameFull: Wagner M
      – PersonEntity:
          Name:
            NameFull: Yamlahi A
      – PersonEntity:
          Name:
            NameFull: Zhou SK
      – PersonEntity:
          Name:
            NameFull: Zia A
      – PersonEntity:
          Name:
            NameFull: Madani A
      – PersonEntity:
          Name:
            NameFull: Stoyanov D
      – PersonEntity:
          Name:
            NameFull: Speidel S
      – PersonEntity:
          Name:
            NameFull: Hashimoto DA
      – PersonEntity:
          Name:
            NameFull: Kolbinger FR
      – PersonEntity:
          Name:
            NameFull: Maier-Hein L
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 21
              M: 04
              Text: 2026 Apr 21
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2331-8422
          Titles:
            – TitleFull: ArXiv
              Type: main
ResultId 1