Evidence map›Paper›PMID 41155037›Full record

ReviewBioengineering (Basel, Switzerland)2025

From Echocardiography to CT/MRI: Lessons for AI Implementation in Cardiovascular Imaging in LMICs-A Systematic Review and Narrative Synthesis.

Ahmed Marey, Saba Mehrtabar, Ahmed Afify, Basudha Pal, Arcadia Trvalik, Sola Adeleke, Muhammad Umair

Abstract readReview
In one paragraph

Review in Bioengineering (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Observational
  3. Review
  4. Review
  5. 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

7 authors.

Ahmed MareyDepartment of Radiology, Sheikh Khalifa Medical City, Abu Dhabi 51900, United Arab Emirates.
Saba MehrtabarDepartment of Radiology, Tabriz University of Medical Sciences, Tabriz 5178654714, Iran.
Ahmed AfifyFaculty of Medicine, Benha University, Benha 13518, Egypt.
Basudha PalDepartment of Electrical and Computer Engineering, The Johns Hopkins University, Baltimore, MD 21218, USA.
Arcadia TrvalikDepartment of Emergency Medicine, Washington Hospital Center, MedStar Health, Washington, DC 20010, USA.
Sola AdelekeSchool of Biomedical Engineering and Imaging Sciences, King's College London, London SE1 7EH, UK.ORCID 0000-0002-4388-8754
Muhammad UmairRussell H. Morgan Department of Radiology and Radiological Sciences, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.ORCID 0000-0001-6113-8335

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencecardiovascular imagingdigital healthhealthcare disparitieslow- and middle-income countries (LMICs)resource-limited settings

Identifiers

PMID41155037
PMCPMC12561239

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.