Evidence map›Paper›PMID 41375740›Full record

ArticleJournal of clinical medicine2025

Hematological Biomarkers of the Obstructive Sleep Apnea Syndrome: A Machine Learning-Based Diagnostic and Prognostic Model.

Aynur Aliyeva, Ramil Hashimli, Bayram Yılmaz

Abstract read
In one paragraph

Article in Journal of clinical medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
  2. Article
  3. The effect of gender on clinical characteristics and diagnostic process of obstructive sleep apnea syndrome.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2026
    Article
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Aynur AliyevaNeuroscience Doctoral Program, Yeditepe University, 34755 Istanbul, Turkey.ORCID 0000-0001-9398-4261
Ramil HashimliFaculty of Medicine and Health Sciences, Karabakh University, Khankendi AZ2600, Azerbaijan.ORCID 0000-0002-1420-3541
Bayram YılmazDepartment of Physiology, Faculty of Medicine, Dokuz Eylul University, 35340 Izmir, Turkey.ORCID 0000-0002-2674-6535

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

C-reactive proteinmachine learningobstructive sleep apnea syndromesystemic immune-inflammation indexsystemic inflammatory markers

Identifiers

PMID41375740
PMCPMC12693066

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.