Evidence map›Paper›PMID 41597514›Full record

ArticleMedicina (Kaunas, Lithuania)2026

Machine Learning-Based Prediction and Feature Attribution Analysis of Contrast-Associated Acute Kidney Injury in Patients with Acute Myocardial Infarction.

Neriman Sıla Koç, Can Ozan Ulusoy, Berrak Itır Aylı, Yusuf Bozkurt Şahin, Veysel Ozan Tanık, Arzu Akgül, Ekrem Kara

Abstract read
In one paragraph

Article in Medicina (Kaunas, Lithuania), 2026. 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. 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

7 authors.

Neriman Sıla KoçDivision of Nephrology, Department of Internal Medicine, Ankara Etlik City Hospital, 06170 Ankara, Türkiye.ORCID 0000-0002-4654-9002
Can Ozan UlusoyPerinatology Department, Bingöl State Hospital, 12000 Bingöl, Türkiye.ORCID 0009-0005-7931-5172
Berrak Itır AylıDepartment of Health Sciences, Hacettepe University, 06100 Ankara, Türkiye.ORCID 0000-0002-0834-900X
Yusuf Bozkurt ŞahinDepartment of Cardiology, Ankara Etlik City Hospital, 06170 Ankara, Türkiye.ORCID 0000-0003-3523-8783
Veysel Ozan TanıkDepartment of Cardiology, Ankara Etlik City Hospital, 06170 Ankara, Türkiye.ORCID 0000-0002-7193-4324
Arzu AkgülDivision of Nephrology, Department of Internal Medicine, Ankara Etlik City Hospital, 06170 Ankara, Türkiye.ORCID 0009-0007-8119-3893
Ekrem KaraDivision of Nephrology, Department of Internal Medicine, Faculty of Medicine, Recep Tayyip Erdogan University, 53100 Rize, Türkiye.ORCID 0000-0003-0881-7851

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Acute Kidney InjuryContrast MediaMachine LearningMyocardial InfarctionAgedBoosting Machine Learning AlgorithmsClassification AlgorithmsCoronary AngiographyFemaleHumansLogistic ModelsMaleMiddle AgedPredictive Learning ModelsPredictive Value of TestsRandom ForestContrast Mediaacute myocardial infarctioncontrast-associated acute kidney injuryinflammation indicesmachine learningrisk prediction

Identifiers

PMID41597514
PMCPMC12844072

What OpenQuestion holds

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LicenceCC BY
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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.