Evidence map›Paper›PMID 40868274›Full record

ArticleBiomedicines2025

Machine Learning-Based Prediction of Short-Term Mortality After Coronary Artery Bypass Grafting: A Retrospective Cohort Study.

Islam Salikhanov, Volker Roth, Brigitta Gahl, Gregory Reid, Rosa Kolb, Daniel Dimanski, Bettina Kowol, Brian M Mawad, Oliver Reuthebuch, Denis Berdajs

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biomedicines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–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

1 citing paper in PubMed.

  1. From innovation to implementation: Addressing the AI adoption gap in cardiac surgery.American heart journal plus : cardiology research and practice · 2026
    Review
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.

Islam SalikhanovDepartment of Cardiac Surgery, University Hospital Basel, University of Basel, 4031 Basel, Switzerland.ORCID 0000-0002-0437-3125
Volker RothDepartment of Mathematics and Informatics, University of Basel, 4056 Basel, Switzerland.ORCID 0000-0003-0991-0273
Brigitta GahlDepartment of Cardiac Surgery, University Hospital Basel, University of Basel, 4031 Basel, Switzerland.ORCID 0000-0001-8123-0438
Gregory ReidDepartment of Biomedical Engineering, University of Basel, 4123 Basel, Switzerland.ORCID 0000-0003-2089-3830
Rosa KolbDepartment of Cardiac Surgery, University Hospital Basel, University of Basel, 4031 Basel, Switzerland.
Daniel DimanskiDepartment of Cardiac Surgery, University Hospital Basel, University of Basel, 4031 Basel, Switzerland.
Bettina KowolDepartment of Cardiac Surgery, University Hospital Basel, University of Basel, 4031 Basel, Switzerland.
Brian M MawadDepartment of Cardiac Surgery, University Hospital Basel, University of Basel, 4031 Basel, Switzerland.
Oliver ReuthebuchDepartment of Cardiac Surgery, University Hospital Basel, University of Basel, 4031 Basel, Switzerland.ORCID 0000-0003-1386-0686
Denis BerdajsDepartment of Cardiac Surgery, University Hospital Basel, University of Basel, 4031 Basel, Switzerland.

Funding

Ilse and Immanuel Straub Foundation No number
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

CABGEuroSCORE IImachine learningmortality predictionpostoperative variablesrisk stratification

Identifiers

PMID40868274
PMCPMC12383604

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.