Evidence map›Paper›PMID 41750725›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Fine-Grained and Lightweight OSA Detection: A CRNN-Based Model for Precise Temporal Localization of Respiratory Events in Sleep Audio.

Mengyu Xu, Yanru Li, Demin Han

Abstract read
PubMed Full text at PMC Publisher
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. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 pooled it
–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

1 citing paper in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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.

Mengyu XuDepartment of Sleep Medical Center, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.
Yanru LiDepartment of Sleep Medical Center, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.
Demin HanDepartment of Sleep Medical Center, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.

Funding

Beijing Natural Science Foundation L243032Chinese Academy of Engineering 2024-XZ-64
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

convolutional recurrent neural networkdeep learningobstructive sleep apnearespiratory event detectionsleep audio analysis

Identifiers

PMID41750725
PMCPMC12939127

What OpenQuestion 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 OpenQuestion graph.