Evidence map›Paper›PMID 41594293›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Machine Learning-Based Prediction of Coronary Artery Disease Using Clinical and Behavioral Data: A Comparative Study.

Abdulkadir Çakmak, Gülşah Akyilmaz, Aybike Gizem Köse, Gökhan Keskin, Levent Uğur

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

5 authors.

Abdulkadir ÇakmakDepartment of Cardiology, Faculty of Medicine, Amasya University, Amasya 05200, Türkiye.ORCID 0000-0001-7427-3368
Gülşah AkyilmazDepartment of Nutrition and Diet, Private Kolmed Hospital, Amasya 05100, Türkiye.ORCID 0000-0002-8038-7131
Aybike Gizem KöseDepartment of Nutrition and Dietetics, Faculty of Health Sciences, Amasya University, Amasya 05200, Türkiye.ORCID 0000-0002-7136-5504
Gökhan KeskinDepartment of Cardiology, Faculty of Medicine, Amasya University, Amasya 05200, Türkiye.
Levent UğurDepartment of Mechanical Engineering, Faculty of Engineering, Amasya University, Amasya 05100, Türkiye.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cardiovascular riskclinical datacoronary artery diseasediagnostic modelmachine learningpsychosocial factors

Identifiers

PMID41594293
PMCPMC12840335

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.