ArticlePloS one2021
Subjective well-being and month-long LF/HF ratio among deskworkers.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it, 33 citations in OpenAlex.
- Neurophysiological approaches to exploring emotional responses to cosmetics: a systematic review of the literature.Frontiers in human neuroscience · 2024Pooled it
- Effects of Reappraisal and Self-Compassion Expressive Writing on Emotion Regulation.Quarterly journal of experimental psychology (2006) · 2026Trial
- A pilot study on the effects of olfactory stimulation with white musk aromatic oil on psychophysiological activity: a crossover study.Scientific reports · 2025Trial
- Multimodal Wearable and Survey Data Reveal Distinct Physiologic Profiles in Hypermobile-Ehlers Danlos Syndrome for Screening Advancements.medRxiv : the preprint server for health sciences · 2026Article
- A continuous real-world dataset comprising wearable-based heart rate variability alongside sleep diaries.Scientific data · 2025Article
- A path analysis of factors influencing life satisfaction among patients with narcolepsy in Japan.GHM open · 2025Article
- Study on the effects of traffic noise and spring water sound at different sound pressure levels on brain dynamic activity.Scientific reports · 2025Article
- Predicting sleep quality with digital biomarkers and artificial neural networks.Frontiers in psychiatry · 2025Article
- Vagal stimulation ameliorates murine colitis by regulating SUMOylation.Science translational medicine · 2024Article
- Assessment of Stress and Well-Being of Japanese Employees Using Wearable Devices for Sleep Monitoring Combined With Ecological Momentary Assessment: Pilot Observational Study.JMIR formative research · 2024Article
- Autonomic function measurements for evaluating fatigue and quality of life in patients with breast cancer undergoing radiation therapy: a prospective longitudinal study.Radiation oncology (London, England) · 2023Article
- Methods for assessing change in brain plasticity at night and psychological resilience during daytime between repeated long-duration space missions.Scientific reports · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
15 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The importance of workers' well-being has been recognized in recent years. The assessment of well-being has been subjective, and few studies have sought potential biomarkers of well-being to date. This study examined the relationship between well-being and the LF/HF ratio, an index of heart rate variability that reflects sympathetic and parasympathetic nerve activity. Pulse waves were measured using photoplethysmography through a web camera attached to the computer used by each participant. The participants were asked to measure their pulse waves while working for 4 weeks, and well-being was assessed using self-reported measures such as the Satisfaction With Life Scale (SWLS), the Positive and Negative Affect Schedule (PANAS), and the Flourishing Scale (FS). Each of the well-being scores were split into two groups according to the median value, and the LF/HF ratio during work, as well as the number of times an LF/HF ratio threshold was either exceeded or subceeded, were compared between the high and low SWLS, positive emotion, negative emotion, and FS groups. Furthermore, to examine the effects of the LF/HF ratio and demographic characteristics on well-being, a multiple regression analysis was conducted. Data were obtained from 169 participants. The results showed that the low FS group had a higher mean LF/HF ratio during work than the high FS group. No significant differences were seen between the high and low SWLS groups, the high and low positive emotion groups, or the high and low negative emotion groups. The multiple regression analysis showed that the mean LF/HF ratio during work affected the FS and SWLS scores, and the number of times the mean LF/HF ratio exceeded +3 SD had an effect on the positive emotion. No effect of the LF/HF ratio on negative emotions was shown. The LF/HF ratio might be applicable as an objective measure of well-being.
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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.