Melatonin Pattern: A New Method for Machine Learning-Based Classification of Sleep Deprivation

Nursena Baygin

Open source

DOI: 10.3390/diagnostics15030379
Published: 2025-02-05
Container: Diagnostics
Publisher: MDPI AG
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:10.3390/diagnostics15030379,
  title = {Melatonin Pattern: A New Method for Machine Learning-Based Classification of Sleep Deprivation},
  author = {Nursena Baygin},
  year = {2025},
  journal = {Diagnostics},
  doi = {10.3390/diagnostics15030379},
  url = {https://doi.org/10.3390/diagnostics15030379}
}

RIS

TY  - JOUR
TI  - Melatonin Pattern: A New Method for Machine Learning-Based Classification of Sleep Deprivation
AU  - Nursena Baygin
PY  - 2025
JO  - Diagnostics
DO  - 10.3390/diagnostics15030379
UR  - https://doi.org/10.3390/diagnostics15030379
ER  -

APA

Baygin, N. (2025). Melatonin Pattern: A New Method for Machine Learning-Based Classification of Sleep Deprivation. Diagnostics. https://doi.org/10.3390/diagnostics15030379

Source records

crossref · retrieved 2026-11-10T06:49:35.674Z