PMID 40719375 → PMC12597679

Unsupervised machine learning in sleep research: a scoping review — SLEEPJ (2025)

Last updated: August 13, 2026

Identifier mapping

PMID40719375View record

PMCIDPMC12597679View record

DOI10.1093/sleep/zsaf189View record

Formatted citation (Vancouver)

Biedebach L, Ferreira-Santos D, Stefanos MA, Lindhagen A, Pires GN, Arnardóttir ES, et al. Unsupervised machine learning in sleep research: a scoping review. SLEEPJ. 2025;48(11):zsaf189. doi:10.1093/sleep/zsaf189.

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Retraction status via Crossref; open-access status via Unpaywall. Both checked 2026-08-13. Re-check live with the retraction checker or the open-access checker.

About this page

This is a snapshot answer for one identifier, generated from the NCBI ID Converter, Crossref, and Unpaywall on 2026-08-13. To convert any other PMID, PMCID, or DOI, use the PubMed ID Converter. To check whether a citation is real, use the citation verifier.