Machine learning in the analysis of mental health at work: a scoping review

Pekka Varje, Ari Väänänen, Olli Haavisto, Ilkka Kivimäki, Simo Taimela, Tiina Kalliomäki-Levanto

Open source

DOI: 10.1093/joccuh/uiag014
Published: 2026-01
Container: Journal of Occupational Health
Publisher: Oxford University Press (OUP)
Open access: unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. 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
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1093/joccuh/uiag014,
  title = {Machine learning in the analysis of mental health at work: a scoping review},
  author = {Pekka Varje and Ari Väänänen and Olli Haavisto and Ilkka Kivimäki and Simo Taimela and Tiina Kalliomäki-Levanto},
  year = {2026},
  journal = {Journal of Occupational Health},
  doi = {10.1093/joccuh/uiag014},
  url = {https://doi.org/10.1093/joccuh/uiag014}
}

RIS

TY  - JOUR
TI  - Machine learning in the analysis of mental health at work: a scoping review
AU  - Pekka Varje
AU  - Ari Väänänen
AU  - Olli Haavisto
AU  - Ilkka Kivimäki
AU  - Simo Taimela
AU  - Tiina Kalliomäki-Levanto
PY  - 2026
JO  - Journal of Occupational Health
DO  - 10.1093/joccuh/uiag014
UR  - https://doi.org/10.1093/joccuh/uiag014
ER  -

APA

Varje, P., Väänänen, A., Haavisto, O., Kivimäki, I., Taimela, S., & Kalliomäki-Levanto, T. (2026). Machine learning in the analysis of mental health at work: a scoping review. Journal of Occupational Health. https://doi.org/10.1093/joccuh/uiag014

Source records

crossref · retrieved 2026-11-09T23:21:25.757Z