Machine learning versus conventional clinical methods in guiding management of heart failure patients-a systematic review.

Bazoukis G, Stavrakis S, Zhou J, Bollepalli SC, Tse G, Zhang Q, Singh JP, Armoundas AA

DOI: 10.1007/s10741-020-10007-3
Published: 2021 Jan
Container: Heart failure reviews
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 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. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
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. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1007/s10741-020-10007-3,
  title = {Machine learning versus conventional clinical methods in guiding management of heart failure patients-a systematic review.},
  author = {Bazoukis G and Stavrakis S and Zhou J and Bollepalli SC and Tse G and Zhang Q and Singh JP and Armoundas AA},
  year = {2021},
  journal = {Heart failure reviews},
  doi = {10.1007/s10741-020-10007-3},
  url = {https://doi.org/10.1007/s10741-020-10007-3}
}

RIS

TY  - JOUR
TI  - Machine learning versus conventional clinical methods in guiding management of heart failure patients-a systematic review.
AU  - Bazoukis G
AU  - Stavrakis S
AU  - Zhou J
AU  - Bollepalli SC
AU  - Tse G
AU  - Zhang Q
AU  - Singh JP
AU  - Armoundas AA
PY  - 2021
JO  - Heart failure reviews
DO  - 10.1007/s10741-020-10007-3
UR  - https://doi.org/10.1007/s10741-020-10007-3
ER  -

APA

G, B., S, S., J, Z., SC, B., G, T., Q, Z., JP, S., & AA, A. (2021). Machine learning versus conventional clinical methods in guiding management of heart failure patients-a systematic review.. Heart failure reviews. https://doi.org/10.1007/s10741-020-10007-3

Source records

pubmed · retrieved 2026-09-26T06:17:08.723Z