Improving stroke risk prediction by integrating XGBoost, optimized principal component analysis, and explainable artificial intelligence.

Mochurad L, Babii V, Boliubash Y, Mochurad Y

DOI: 10.1186/s12911-025-02894-z
Published: 2025 Feb 7
Container: BMC medical informatics and decision making
Publisher: Not recorded
Open access: yes

Credibility signals

serious concern Score 10/100 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
serious concernRetraction Watch retraction: 1 retraction notice matched this DOI. 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:10.1186/s12911-025-02894-z,
  title = {Improving stroke risk prediction by integrating XGBoost, optimized principal component analysis, and explainable artificial intelligence.},
  author = {Mochurad L and Babii V and Boliubash Y and Mochurad Y},
  year = {2025},
  journal = {BMC medical informatics and decision making},
  doi = {10.1186/s12911-025-02894-z},
  url = {https://doi.org/10.1186/s12911-025-02894-z}
}

RIS

TY  - JOUR
TI  - Improving stroke risk prediction by integrating XGBoost, optimized principal component analysis, and explainable artificial intelligence.
AU  - Mochurad L
AU  - Babii V
AU  - Boliubash Y
AU  - Mochurad Y
PY  - 2025
JO  - BMC medical informatics and decision making
DO  - 10.1186/s12911-025-02894-z
UR  - https://doi.org/10.1186/s12911-025-02894-z
ER  -

APA

L, M., V, B., Y, B., & Y, M. (2025). Improving stroke risk prediction by integrating XGBoost, optimized principal component analysis, and explainable artificial intelligence.. BMC medical informatics and decision making. https://doi.org/10.1186/s12911-025-02894-z

Source records

pubmed · retrieved 2026-09-25T22:10:19.600Z