Evidence map›Paper›PMID 42882153›Full record

ReviewJournal of clinical medicine2026

Machine Learning for Clinical Outcome Prediction After Transcatheter Aortic Valve Replacement: A Systematic Review and Meta-Analysis of Predictive Performance, Validation, and Clinical Readiness.

Azin Alizadehasl, Elahe Abdi Bastami, Seyedeh Fatemeh Hosseini Jebelli, Delaram Narimani Davani, Alia Bahramnejad, Azam Yalameh Aliabadi, Seyyedeh Maryam Moussavi, Azin Ghaffari, Reza Amani-Beni, Bahar Darouei and 5 more

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review 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

15 authors.

Azin AlizadehaslCardio-Oncology Research Center, Rajaie Cardiovascular Institute, Tehran 1995614331, Iran.
Elahe Abdi BastamiNeuroscience Research Center, Isfahan University of Medical Sciences, Isfahan 81746-73461, Iran.
Seyedeh Fatemeh Hosseini JebelliCardio-Oncology Research Center, Rajaie Cardiovascular Institute, Tehran 1995614331, Iran.
Delaram Narimani DavaniSchool of Medicine and Dentistry, Griffith University, Queensland 4101, Australia.
Alia BahramnejadCardio-Oncology Research Center, Rajaie Cardiovascular Institute, Tehran 1995614331, Iran.
Azam Yalameh AliabadiCardio-Oncology Research Center, Rajaie Cardiovascular Institute, Tehran 1995614331, Iran.
Seyyedeh Maryam MoussaviCardio-Oncology Research Center, Rajaie Cardiovascular Institute, Tehran 1995614331, Iran.
Azin GhaffariCardiovascular Research Center, Rajaie Cardiovascular Institute, Tehran 1996114151, Iran.
Reza Amani-BeniHeart Failure Research Center, Cardiovascular Research Institute, Isfahan University of Medical Sciences, Isfahan 81589-87944, Iran.
Bahar DaroueiHeart Failure Research Center, Cardiovascular Research Institute, Isfahan University of Medical Sciences, Isfahan 81589-87944, Iran.
Ehsan Amini-SalehiGastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht 41625, Iran.
Seyyed Mohammad HashemiCardiovascular Research Center, Hormozgan University of Medical Sciences, Bandar Abbas 7916193145, Iran.
Samira GolkarClinical Research Development Center, Najafabad Branch, Islamic Azad University, Najafabad 85135, Iran.
Hoda HakimianCardio-Oncology Research Center, Rajaie Cardiovascular Institute, Tehran 1995614331, Iran.
Soroush NajdaghiSchool of Medicine and Dentistry, Griffith University, Queensland 4101, Australia.ORCID 0009-0001-4555-5718

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencemachine learningmeta-analysisrisk assessmentsystematic reviewtranscatheter aortic valve replacementtreatment outcome

Identifiers

PMID42882153
PMCPMC13666408

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.