Evidence map›Paper›PMID 42535033›Full record

ArticleFrontiers in digital health2026

Associations between multidimensional fatigue and wearable-derived cardio-respiratory variables in post-COVID-19 patients: an observational study.

Neusa R Adão Martins, Simon Annaheim, Daniel Büche, René M Rossi, Christina M Spengler

Abstract read
In one paragraph

Article in Frontiers in digital health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

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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

5 authors.

Neusa R Adão MartinsEmpa, Swiss Federal Laboratories for Materials Science and Technology, Laboratory for Biomimetic Membranes and Textiles, St. Gallen, Switzerland.
Simon AnnaheimEmpa, Swiss Federal Laboratories for Materials Science and Technology, Laboratory for Biomimetic Membranes and Textiles, St. Gallen, Switzerland.
Daniel BücheKliniken Valens, St. Gallen, Switzerland.
René M RossiEmpa, Swiss Federal Laboratories for Materials Science and Technology, Laboratory for Biomimetic Membranes and Textiles, St. Gallen, Switzerland.
Christina M SpenglerExercise Physiology Lab, Institute of Human Movement Sciences and Sport, ETH Zurich, Zurich, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Psychophysiological research increasingly recognizes the multidimensional nature of subjective experiences such as fatigue and their relevance for autonomic regulation. However, little is known about how different dimensions of fatigue are associated with changes in core cardio-respiratory variables in clinical populations. This longitudinal study aimed to investigate the associations between three dimensions of fatigue - physical, cognitive, and emotional - and core physiological variables in post-COVID-19 patients. Physiological variables were collected during both daytime and nighttime periods to examine the individual and combined effects of fatigue dimensions. Methods: To this end, thirty post-COVID-19 patients (male: 11, female: 19, age: 44.1 ± 12.7 years) participated in the study during their 29.6 ± 10.2 days stay in a rehabilitation clinic. Four times a day, they reported their fatigue level using a mobile app. Physiological variables, i.e., electrocardiogram (ECG), respiratory rate, and blood oxygen saturation were recorded continuously via wearable sensors during at least 2 monitoring weeks that were 2 weeks apart. Linear mixed models were used to assess associations between daily averages of each fatigue dimension and physiological variables, adjusted for potential confounders. Results: The interaction of multiple fatigue dimensions demonstrated more consistent associations with physiological changes than single dimensions independently. Daily changes in fatigue were associated with fluctuations in physiological variables, particularly during sleep. Specifically, daily changes in resting heart rate ( Discussion: This study highlights the importance of investigating fatigue as a multidimensional construct in this patient group, enhancing understanding of its relationship with autonomic regulation and supporting more personalized approaches to monitoring and managing fatigue in post-COVID-19 patients.

Indexed as

autonomic nervous systemECGfatigueHRVlongitudinal studyphysiological variablespost-COVID-19wearables

Identifiers

PMID42535033
PMCPMC13422486

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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.