Performance of large language models in interventional cardiology: the ILLUMINATE blinded model-comparison study.

Saved in:
Bibliographic Details
Title: Performance of large language models in interventional cardiology: the ILLUMINATE blinded model-comparison study.
Authors: Lauretti A; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy; Cardiology Unit, Department of Emergency and Admission, San Paolo Hospital, Civitavecchia, Italy; Department of Cardiovascular Sciences, Fondazione Policlinico Agostino Gemelli IRCCS, Rome, Italy; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza, Turin, Italy; Division of Cardiology, Department of Medical Sciences, University of Turin, Italy; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Latina, Italy; Maria Cecilia Hospital, GVM Care and Research, Cotignola, Italy; ICOT Marco Pasquali Institute, Cardiovascular Department Latina; Department of Clinical and Molecular Medicine, Sapienza University of Rome, Rome, Italy. Email: attilio.lauretti@uniroma1.it., Colaiori I; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy., Calcagno S; Cardiology Unit, Department of Emergency and Admission, San Paolo Hospital, Civitavecchia, Italy., Romagnoli E; Department of Cardiovascular Sciences, Fondazione Policlinico Agostino Gemelli IRCCS, Rome, Italy., D'Ascenzo F; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza, Turin, Italy; Division of Cardiology, Department of Medical Sciences, University of Turin, Italy., Di Matteo A; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy., Gemelli F; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy., Pero G; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy., Bernardi M; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy; Cardiology Unit, Department of Emergency and Admission, San Paolo Hospital, Civitavecchia, Italy; Department of Cardiovascular Sciences, Fondazione Policlinico Agostino Gemelli IRCCS, Rome, Italy; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza, Turin, Italy; Division of Cardiology, Department of Medical Sciences, University of Turin, Italy; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Latina, Italy., Spadafora L; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy; Cardiology Unit, Department of Emergency and Admission, San Paolo Hospital, Civitavecchia, Italy; Department of Cardiovascular Sciences, Fondazione Policlinico Agostino Gemelli IRCCS, Rome, Italy; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza, Turin, Italy; Division of Cardiology, Department of Medical Sciences, University of Turin, Italy; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Latina, Italy., Esposito A; Department of Clinical and Molecular Medicine, Sapienza University of Rome, Rome, Italy., Borgi M; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy., Biondi-Zoccai G; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Latina, Italy; Maria Cecilia Hospital, GVM Care and Research, Cotignola, Italy., Versaci F; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy.
Source: The Journal of invasive cardiology [J Invasive Cardiol] 2026 Apr; Vol. 38 (4).
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: HMP Communications Country of Publication: United States NLM ID: 8917477 Publication Model: Print Cited Medium: Internet ISSN: 1557-2501 (Electronic) Linking ISSN: 10423931 NLM ISO Abbreviation: J Invasive Cardiol Subsets: MEDLINE
Database: MEDLINE Ultimate
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41288474
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Performance of large language models in interventional cardiology: the ILLUMINATE blinded model-comparison study.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Lauretti+A%22">Lauretti A</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy; Cardiology Unit, Department of Emergency and Admission, San Paolo Hospital, Civitavecchia, Italy; Department of Cardiovascular Sciences, Fondazione Policlinico Agostino Gemelli IRCCS, Rome, Italy; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza, Turin, Italy; Division of Cardiology, Department of Medical Sciences, University of Turin, Italy; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Latina, Italy; Maria Cecilia Hospital, GVM Care and Research, Cotignola, Italy; ICOT Marco Pasquali Institute, Cardiovascular Department Latina; Department of Clinical and Molecular Medicine, Sapienza University of Rome, Rome, Italy. Email: attilio.lauretti@uniroma1.it.<br /><searchLink fieldCode="AU" term="%22Colaiori+I%22">Colaiori I</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy.<br /><searchLink fieldCode="AU" term="%22Calcagno+S%22">Calcagno S</searchLink>; Cardiology Unit, Department of Emergency and Admission, San Paolo Hospital, Civitavecchia, Italy.<br /><searchLink fieldCode="AU" term="%22Romagnoli+E%22">Romagnoli E</searchLink>; Department of Cardiovascular Sciences, Fondazione Policlinico Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22D'Ascenzo+F%22">D'Ascenzo F</searchLink>; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza, Turin, Italy; Division of Cardiology, Department of Medical Sciences, University of Turin, Italy.<br /><searchLink fieldCode="AU" term="%22Di+Matteo+A%22">Di Matteo A</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy.<br /><searchLink fieldCode="AU" term="%22Gemelli+F%22">Gemelli F</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy.<br /><searchLink fieldCode="AU" term="%22Pero+G%22">Pero G</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy.<br /><searchLink fieldCode="AU" term="%22Bernardi+M%22">Bernardi M</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy; Cardiology Unit, Department of Emergency and Admission, San Paolo Hospital, Civitavecchia, Italy; Department of Cardiovascular Sciences, Fondazione Policlinico Agostino Gemelli IRCCS, Rome, Italy; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza, Turin, Italy; Division of Cardiology, Department of Medical Sciences, University of Turin, Italy; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Latina, Italy.<br /><searchLink fieldCode="AU" term="%22Spadafora+L%22">Spadafora L</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy; Cardiology Unit, Department of Emergency and Admission, San Paolo Hospital, Civitavecchia, Italy; Department of Cardiovascular Sciences, Fondazione Policlinico Agostino Gemelli IRCCS, Rome, Italy; Division of Cardiology, Cardiovascular and Thoracic Department, Città della Salute e della Scienza, Turin, Italy; Division of Cardiology, Department of Medical Sciences, University of Turin, Italy; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Latina, Italy.<br /><searchLink fieldCode="AU" term="%22Esposito+A%22">Esposito A</searchLink>; Department of Clinical and Molecular Medicine, Sapienza University of Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Borgi+M%22">Borgi M</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy.<br /><searchLink fieldCode="AU" term="%22Biondi-Zoccai+G%22">Biondi-Zoccai G</searchLink>; Department of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Latina, Italy; Maria Cecilia Hospital, GVM Care and Research, Cotignola, Italy.<br /><searchLink fieldCode="AU" term="%22Versaci+F%22">Versaci F</searchLink>; Division of Cardiology, Santa Maria Goretti Hospital, Latina, Italy.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%228917477%22">The Journal of invasive cardiology</searchLink> [J Invasive Cardiol] 2026 Apr; Vol. 38 (4).
– 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="%22HMP+Communications%22">HMP Communications </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>8917477 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1557-2501 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210423931%22">10423931 </searchLink><i>NLM ISO Abbreviation: </i>J Invasive Cardiol <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41288474
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.25270/jic/25.00104
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: Performance of large language models in interventional cardiology: the ILLUMINATE blinded model-comparison study.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Lauretti A
      – PersonEntity:
          Name:
            NameFull: Colaiori I
      – PersonEntity:
          Name:
            NameFull: Calcagno S
      – PersonEntity:
          Name:
            NameFull: Romagnoli E
      – PersonEntity:
          Name:
            NameFull: D'Ascenzo F
      – PersonEntity:
          Name:
            NameFull: Di Matteo A
      – PersonEntity:
          Name:
            NameFull: Gemelli F
      – PersonEntity:
          Name:
            NameFull: Pero G
      – PersonEntity:
          Name:
            NameFull: Bernardi M
      – PersonEntity:
          Name:
            NameFull: Spadafora L
      – PersonEntity:
          Name:
            NameFull: Esposito A
      – PersonEntity:
          Name:
            NameFull: Borgi M
      – PersonEntity:
          Name:
            NameFull: Biondi-Zoccai G
      – PersonEntity:
          Name:
            NameFull: Versaci F
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 04
              Text: 2026 Apr
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1557-2501
          Numbering:
            – Type: volume
              Value: 38
            – Type: issue
              Value: 4
          Titles:
            – TitleFull: The Journal of invasive cardiology
              Type: main
ResultId 1