Evidence map›Paper›PMID 42882102›Full record

ArticleJournal of clinical medicine2026

A Parsimonious Machine Learning Model for Predicting Invasive Coronary Angiography Referral After Coronary Computed Tomography Angiography: Development and Multicentre External Validation.

Alec Chunta, Caitlyn Gilbert, Dina Labib, Augustine Amakiri, Yuanchao Feng, Atefeh Alavi Fili, Derek Chew, Benjamin Jw Chow, Michelle Graham, Julio Garcia and 3 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of clinical medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

13 authors.

Alec ChuntaDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.ORCID 0009-0009-4437-4868
Caitlyn GilbertDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.
Dina LabibDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.ORCID 0000-0001-7108-8554
Augustine AmakiriDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.
Yuanchao FengDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.
Atefeh Alavi FiliDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.
Derek ChewDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.
Benjamin Jw ChowDepartment of Medicine (Division of Cardiology and Nuclear Medicine), University of Ottawa Heart Institute, Ottawa, ON K1Y 4W7, Canada.
Michelle GrahamDepartment of Medicine and Mazankowski Heart Centre, University of Alberta, Edmonton, AB T6G 0M9, Canada.ORCID 0000-0003-0708-7957
Julio GarciaDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.ORCID 0000-0001-9528-8155
Mariana BentoDepartment of Biomedical Engineering, Schulich School of Engineering, University of Calgary, Calgary, AB T2N 4Z6, Canada.ORCID 0000-0001-5125-0294
James WhiteDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.
Robert Jh MillerDepartments of Radiology and Cardiac Sciences, Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4Z6, Canada.

Funding

Alberta Innovates Levmax 232403319
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical prediction modelcoronary artery diseasecoronary computed tomography angiographyexternal validationextreme gradient boostingfeature selectioninvasive coronary angiographymachine learningparsimonious modelSHAP

Identifiers

PMID42882102
PMCPMC13665986

What OpenQuestion holds

Textmetadata
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.