Machine learning and deep learning predictive models for prognosis in patients with atrial fibrillation: a systematic review and meta-analysis.
- DOI
- 10.1136/bmjdhai-2025-000154
- Published
- 2025-11-24
- Container
- BMJ Digit Health Ai
- Publisher
- Not recorded
- Open access
- yes
Credibility signals
uncertain Score 53/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1136/bmjdhai-2025-000154,
title = {Machine learning and deep learning predictive models for prognosis in patients with atrial fibrillation: a systematic review and meta-analysis.},
author = {Wang X and Bampton TJ and Dharmaprani D and Mahajan R and Palmer LJ.},
year = {2025},
journal = {BMJ Digit Health Ai},
doi = {10.1136/bmjdhai-2025-000154},
url = {https://doi.org/10.1136/bmjdhai-2025-000154}
}RIS
TY - JOUR TI - Machine learning and deep learning predictive models for prognosis in patients with atrial fibrillation: a systematic review and meta-analysis. AU - Wang X AU - Bampton TJ AU - Dharmaprani D AU - Mahajan R AU - Palmer LJ. PY - 2025 JO - BMJ Digit Health Ai DO - 10.1136/bmjdhai-2025-000154 UR - https://doi.org/10.1136/bmjdhai-2025-000154 ER -
APA
X, W., TJ, B., D, D., R, M., & LJ., P. (2025). Machine learning and deep learning predictive models for prognosis in patients with atrial fibrillation: a systematic review and meta-analysis.. BMJ Digit Health Ai. https://doi.org/10.1136/bmjdhai-2025-000154
Source records
- europe-pmc · retrieved 2026-09-26T21:06:36.364Z
- doaj · retrieved 2026-09-26T21:06:36.337Z