Evidence map›Paper›PMID 39851800›Full record

ReviewClinics and practice2025

Artificial Intelligence in Cardiac Surgery: Transforming Outcomes and Shaping the Future.

Vasileios Leivaditis, Eleftherios Beltsios, Athanasios Papatriantafyllou, Konstantinos Grapatsas, Francesk Mulita, Nikolaos Kontodimopoulos, Nikolaos G Baikoussis, Levan Tchabashvili, Konstantinos Tasios, Ioannis Maroulis and 2 more

Abstract readReview
In one paragraph

Review in Clinics and practice, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
38citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

38 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
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  7. The evolution of cardiothoracic surgery training: from apprenticeship to AI-assisted simulation.Kardiochirurgia i torakochirurgia polska = Polish journal of cardio-thoracic surgery · 2026
    Review
  8. Article
  9. Article
  10. Article
  11. Review
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  13. Artificial Intelligence in Cardiac Surgery: From Assistance to Assurance.Sao Paulo medical journal = Revista paulista de medicina · 2026
    Article
  14. Enhancing AI Readiness in Pediatric Surgery: Impact of a Targeted Workshop on Knowledge and Competencies.European journal of pediatric surgery : official journal of Austrian Association of Pediatric Surgery ... [et al] = Zeitschrift fur Kinderchirurgie · 2026
    Article
  15. From innovation to implementation: Addressing the AI adoption gap in cardiac surgery.American heart journal plus : cardiology research and practice · 2026
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Vasileios LeivaditisDepartment of Cardiothoracic and Vascular Surgery, WestpfalzKlinikum, 67655 Kaiserslautern, Germany.
Eleftherios BeltsiosDepartment of Anesthesiology and Intensive Care, Hannover Medical School, 30625 Hannover, Germany.
Athanasios PapatriantafyllouDepartment of Cardiothoracic and Vascular Surgery, WestpfalzKlinikum, 67655 Kaiserslautern, Germany.
Konstantinos GrapatsasDepartment of Thoracic Surgery and Thoracic Endoscopy, Ruhrlandklinik, West German Lung Center, University Hospital Essen, University Duisburg-Essen, 45141 Essen, Germany.
Francesk MulitaDepartment of General Surgery, General University Hospital of Patras, 26504 Patras, Greece.ORCID 0000-0001-7198-2628
Nikolaos KontodimopoulosDepartment of Economics and Sustainable Development, Harokopio University, 17778 Athens, Greece.
Nikolaos G BaikoussisDepartment of Cardiac Surgery, Ippokrateio General Hospital of Athens, 11527 Athens, Greece.ORCID 0000-0001-5645-662X
Levan TchabashviliDepartment of General Surgery, General University Hospital of Patras, 26504 Patras, Greece.
Konstantinos TasiosDepartment of General Surgery, General University Hospital of Patras, 26504 Patras, Greece.
Ioannis MaroulisDepartment of General Surgery, General University Hospital of Patras, 26504 Patras, Greece.
Manfred DahmDepartment of Cardiothoracic and Vascular Surgery, WestpfalzKlinikum, 67655 Kaiserslautern, Germany.
Efstratios KoletsisDepartment of Cardiothoracic Surgery, General University Hospital of Patras, 26504 Patras, Greece.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceaugmented cognitioncardiac surgerymachine learningpostoperative managementrisk stratificationrobotic-assisted surgery

Identifiers

PMID39851800
PMCPMC11763739

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.