Evidence map›Paper›PMID 40732543›Full record

Observational studySensors (Basel, Switzerland)2025

Associations Between Daily Heart Rate Variability and Self-Reported Wellness: A 14-Day Observational Study in Healthy Adults.

James Hannon, Adrian O'Hagan, Rory Lambe, Ben O'Grady, Cailbhe Doherty

Abstract readObservational Study
In one paragraph

Observational study in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Article
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.

James HannonCentre for Research Training in Foundations of Data Science, University College Dublin, D04 V1W8 Dublin, Ireland.ORCID 0009-0000-2516-0754
Adrian O'HaganSchool of Mathematics and Statistics, University College Dublin, D04 V1W8 Dublin, Ireland.
Rory LambeInsight Research Ireland Centre for Data Analytics, University College Dublin, D04 P7W1 Dublin, Ireland.ORCID 0009-0009-5866-361X
Ben O'GradyInsight Research Ireland Centre for Data Analytics, University College Dublin, D04 P7W1 Dublin, Ireland.ORCID 0009-0005-2628-6099
Cailbhe DohertyInsight Research Ireland Centre for Data Analytics, University College Dublin, D04 P7W1 Dublin, Ireland.ORCID 0000-0002-5284-856X

Funding

Google Ireland NoneResearch Ireland 12/RC/2289_P2Research Ireland 18/CRT/6049
6 · The paper itself

Abstract

Heart rate variability (HRV), particularly the root mean square of successive differences (RMSSD), is widely used as a non-invasive indicator of autonomic nervous system activity and physiological recovery. This study examined whether daily short-term HRV, measured under standardised morning conditions, was associated with self-reported wellness in a non-clinical adult population. Over a 14-day period, 41 participants completed daily five-minute HRV recordings using a Polar H10 chest sensor and the Kubios mobile app, followed by ratings of sleep quality, fatigue, stress, and physical recovery. Bayesian ordinal mixed-effects models revealed that higher RMSSD values were associated with better self-reported sleep (β = 0.510, 95% HDI: 0.239 to 0.779), lower fatigue (β = 0.281, 95% HDI: 0.020 to 0.562), and reduced stress (β = 0.353, 95% HDI: 0.059 to 0.606), even after adjusting for covariates. No association was found between RMSSD and perceived muscle soreness. These findings support the interpretability of RMSSD as a physiological marker of daily recovery and stress in real-world settings. While the effect sizes were modest and individual variability remained substantial, results suggest that consistent HRV monitoring may offer meaningful insight into subjective wellness-particularly when contextualised and tracked over time.

Indexed as

Heart RateAdultAutonomic Nervous SystemBayes TheoremFatigueFemaleHumansMaleMiddle AgedSelf ReportSleepYoung Adultheart rate variabilityKubiosmonitoringphysiologicPolar H10validitywearable electronic devices

Identifiers

PMID40732543
PMCPMC12300306

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.