Evidence map›Paper›PMID 40283559›Full record

ReviewJournal of clinical medicine2025

Artificial Intelligence in Thoracic Surgery: A Review Bridging Innovation and Clinical Practice for the Next Generation of Surgical Care.

Vasileios Leivaditis, Andreas Antonios Maniatopoulos, Henning Lausberg, Francesk Mulita, Athanasios Papatriantafyllou, Elias Liolis, Eleftherios Beltsios, Antonis Adamou, Nikolaos Kontodimopoulos, Manfred Dahm

Abstract readReview
In one paragraph

Review in Journal of clinical medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
37citing 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

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

  1. Pooled it
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  14. PreoperativeTranslational lung cancer research · 2026
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  17. 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

10 authors.

Vasileios LeivaditisDepartment of Cardiothoracic and Vascular Surgery, Westpfalz Klinikum, 67655 Kaiserslautern, Germany.ORCID 0000-0001-8692-0059
Andreas Antonios ManiatopoulosDepartment of Electrical and Computer Engineering, Democritus University of Thrace, 67100 Xanthi, Greece.
Henning LausbergDepartment of Cardiothoracic and Vascular Surgery, Westpfalz Klinikum, 67655 Kaiserslautern, Germany.
Francesk MulitaDepartment of General Surgery, General Hospital of Eastern Achaia-Unit of Aigio, 25100 Aigio, Greece.ORCID 0000-0001-7198-2628
Athanasios PapatriantafyllouDepartment of Cardiothoracic and Vascular Surgery, Westpfalz Klinikum, 67655 Kaiserslautern, Germany.
Elias LiolisDepartment of Oncology, General University Hospital of Patras, 26504 Patras, Greece.
Eleftherios BeltsiosDepartment of Anesthesiology and Intensive Care, Hannover Medical School, 30625 Hannover, Germany.ORCID 0000-0001-6193-2109
Antonis AdamouInstitute of Diagnostic and Interventional Neuroradiology, Hannover Medical School, 30625 Hannover, Germany.ORCID 0000-0003-2524-0302
Nikolaos KontodimopoulosDepartment of Economics and Sustainable Development, Harokopio University, 17676 Athens, Greece.ORCID 0000-0003-4590-6634
Manfred DahmDepartment of Cardiothoracic and Vascular Surgery, Westpfalz Klinikum, 67655 Kaiserslautern, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencedigital twinexplainable AI (XAI)intraoperative guidancemachine learningpostoperative careradiomicsrobotic-assisted surgerysurgical innovationthoracic surgery

Identifiers

PMID40283559
PMCPMC12027631

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.