Evidence map›Paper›PMID 41085710›Full record

ArticleJournal of neural transmission (Vienna, Austria : 1996)2025

Exploring the relationship between health behavior and sleep quality: preliminary insights from ECG-derived sleep analysis.

Claudia Traunmüller, Andreas R Schwerdtfeger

Abstract read
In one paragraph

Article in Journal of neural transmission (Vienna, Austria : 1996), 2025. 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

2 authors.

Claudia TraunmüllerInstitute of Psychology, University of Graz, 8010, Graz, Austria. claudia.traunmueller@uni-graz.at.ORCID 0000-0001-8937-6765
Andreas R SchwerdtfegerInstitute of Psychology, University of Graz, 8010, Graz, Austria.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Correlations between sleep quality, health behavior, and metabolic variables are empirically well documented. This study investigated a novel algorithm to determine sleep stages by leveraging ECG data. The aim was to examine whether this algorithm effectively capture correlations with health behavior, self-reported sleep quality, and metabolic variables. A cross sectional correlation study design was used to survey health behavior of a total of 194 healthy individuals (87 female; mean age, 40.29 ± 11.8) with a focus on BMI, physical activity, subjective sleep quality via the PSQI and eating habits (daily fruit and vegetable consumption). In addition, a 24 h ECG was derived to determine sleep stages. Positive associations were found between sleep stages, sleep duration and sleep quality. Moderate physical activity and fruit and vegetable consumption were positively associated with sleep stages. Negative correlations were found between BMI and sleep stages. Overall, health behavior variables could predict duration of NREM (R

Indexed as

ElectrocardiographyHealth BehaviorSleepSleep QualitySleep StagesAdultAlgorithmsBody Mass IndexCross-Sectional StudiesExerciseFeeding BehaviorFemaleHumansMaleMiddle AgedPolysomnographyHealth behaviorSleepECG algorithmSleep qualitySleep stages

Identifiers

PMID41085710
PMCPMC12535534

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.