Foundation Models in Sleep Research: Opportunities and Limitations
- DOI
- 10.1093/sleep/zsag225
- Published
- 2026-09-15
- Container
- SLEEP
- 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.
- supportingDOI resolves: A matching record was returned by Crossref.
- 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.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- 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.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Cite this work
BibTeX
@article{allodium:10.1093/sleep/zsag225,
title = {Foundation Models in Sleep Research: Opportunities and Limitations},
author = {Annina Helmy and Rafael Morand and Alessia Calzoni and Alvise Dei Rossi and Luigi Fiorillo and Claudio L A Bassetti and Francesca Faraci and Stavroula Georgia Mougiakakou and Athina Tzovara and Markus H Schmidt},
year = {2026},
journal = {SLEEP},
doi = {10.1093/sleep/zsag225},
url = {https://doi.org/10.1093/sleep/zsag225}
}RIS
TY - JOUR TI - Foundation Models in Sleep Research: Opportunities and Limitations AU - Annina Helmy AU - Rafael Morand AU - Alessia Calzoni AU - Alvise Dei Rossi AU - Luigi Fiorillo AU - Claudio L A Bassetti AU - Francesca Faraci AU - Stavroula Georgia Mougiakakou AU - Athina Tzovara AU - Markus H Schmidt PY - 2026 JO - SLEEP DO - 10.1093/sleep/zsag225 UR - https://doi.org/10.1093/sleep/zsag225 ER -
APA
Helmy, A., Morand, R., Calzoni, A., Rossi, A. D., Fiorillo, L., Bassetti, C. L. A., Faraci, F., Mougiakakou, S. G., Tzovara, A., & Schmidt, M. H. (2026). Foundation Models in Sleep Research: Opportunities and Limitations. SLEEP. https://doi.org/10.1093/sleep/zsag225
Source records
- crossref · retrieved 2026-09-25T15:16:41.360Z