Evidence map›Paper›PMID 42587555›Full record

ArticleDiagnostics (Basel, Switzerland)2026

MAF-SleepNet: A Multimodal Attention-Enhanced Fusion Network for Automatic Multi-Class Sleep Disorder Classification from Polysomnography.

Suleyman Yaman, Hasan Guler, Abdul Hafeez-Baig

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Suleyman YamanDepartment of Biomedical, Vocational School of Technical Sciences, Firat University, 23119 Elazig, Türkiye.ORCID 0000-0003-1186-5918
Hasan GulerDepartment of Electrical-Electronics Engineering, Faculty of Engineering, Firat University, 23119 Elazig, Türkiye.ORCID 0000-0002-9917-3619
Abdul Hafeez-BaigSchool of Business, University of Southern Queensland, Toowoomba, QLD 4350, Australia.ORCID 0000-0003-3848-8008

Funding

Fırat University TBMYO.25.09Türkiye Bilimsel ve Teknolojik Araştırma Kurumu 1059B142301242
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

attention mechanismdeep learninginformation fusionmultimodal learningpolysomnographysleep disorder classification

Identifiers

PMID42587555
PMCPMC13465423

What OpenQuestion holds

Textmetadata
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 OpenQuestion graph.