An open dataset and machine learning algorithms for Niacin Skin-Flushing Response based screening of psychiatric disorders.

Lyu X, Goperma R, Wang D, Wan C, Zhao L

Open source

DOI: 10.1186/s12888-025-07196-2
Published: 2025 Aug 4
Container: BMC psychiatry
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. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. 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:10.1186/s12888-025-07196-2,
  title = {An open dataset and machine learning algorithms for Niacin Skin-Flushing Response based screening of psychiatric disorders.},
  author = {Lyu X and Goperma R and Wang D and Wan C and Zhao L},
  year = {2025},
  journal = {BMC psychiatry},
  doi = {10.1186/s12888-025-07196-2},
  url = {https://doi.org/10.1186/s12888-025-07196-2}
}

RIS

TY  - JOUR
TI  - An open dataset and machine learning algorithms for Niacin Skin-Flushing Response based screening of psychiatric disorders.
AU  - Lyu X
AU  - Goperma R
AU  - Wang D
AU  - Wan C
AU  - Zhao L
PY  - 2025
JO  - BMC psychiatry
DO  - 10.1186/s12888-025-07196-2
UR  - https://doi.org/10.1186/s12888-025-07196-2
ER  -

APA

X, L., R, G., D, W., C, W., & L, Z. (2025). An open dataset and machine learning algorithms for Niacin Skin-Flushing Response based screening of psychiatric disorders.. BMC psychiatry. https://doi.org/10.1186/s12888-025-07196-2

Source records

pubmed · retrieved 2026-09-26T03:31:37.429Z
europe-pmc · retrieved 2026-09-26T03:31:37.439Z
doaj · retrieved 2026-09-26T03:31:37.419Z