Large-Scale Validation of a Dual Cross-Attention Network for Automated Sleep Staging Using Wearable Photoplethysmography Signals.

Ruochen Li, Yutao He, Yanan Bie, Jiawei Guo, Lichao Wang, Yao Zhao, Jun Zhong, Wei Zhu

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

8 authors.

Ruochen LiDivision of Life Sciences and Medicine, School of Biomedical Engineering (Suzhou), University of Science and Technology of China, Hefei 230022, China.

Yutao HePLA Naval Medical Center, Naval Medical University, Shanghai 200052, China.

Yanan BieSuzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215011, China.

Jiawei GuoDivision of Life Sciences and Medicine, School of Biomedical Engineering (Suzhou), University of Science and Technology of China, Hefei 230022, China.

Lichao WangPLA Naval Medical Center, Naval Medical University, Shanghai 200052, China.

Yao ZhaoPLA Naval Medical Center, Naval Medical University, Shanghai 200052, China.

Jun ZhongSuzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215011, China.

Wei ZhuPLA Naval Medical Center, Naval Medical University, Shanghai 200052, China.

Funding

Suzhou Institute of Biomedical Engineering and Technology E541050501

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningnon-invasivephotoplethysmographysleep disorder screeningsleep stagingtransfer learning

Identifiers

PMID41828078

DOI10.3390/diagnostics16050802

PMCPMC12984516

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.