ArticleSensors (Basel, Switzerland)2021
Stress Watch: The Use of Heart Rate and Heart Rate Variability to Detect Stress: A Pilot Study Using Smart Watch Wearables.
Article in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07591935 (Artificial Intelligence and Mindfulness Meditation), which is not on this map. Cited by 25 papers.
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.
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.
Artificial Intelligence and Mindfulness Meditation: Innovative Methods to Reduce Stress Amongst Medical School Students
Who cites it
25 citing papers in PubMed.
- Trial
- Assessing Pediatric Dental Stress Through Wearable Technology: Influence of Procedure Type, Treatment Phase, and Age.European journal of dentistry · 2026Article
- Test-Retest Reliability of Heart Rate and Parasympathetic Modulation Indices Across Exercise and Recovery Phases in Athletes.Sensors (Basel, Switzerland) · 2026Article
- Toward terminological clarity in digital biomarker research.Frontiers in digital health · 2026Article
- Comparative effects of multimodal, traditional, and technology-based interventions on stress and well-being.Scientific reports · 2025Article
- Validation of the Fitbit Charge 5 for the Detection of Heart Rate and Electrodermal Activity.Psychophysiology · 2025Article
- Quantifying Mental Stress Using Cardiovascular Responses: A Scoping Review.Sensors (Basel, Switzerland) · 2025Article
- Willingness to wait covaries with endogenous variation in cortisol.Frontiers in psychology · 2025Article
- Can Wearable Technology Help Guide Dieting Safety?Research square · 2024Article
- Validation of a Wearable Sensor Prototype for Measuring Heart Rate to Prescribe Physical Activity: Cross-Sectional Exploratory Study.JMIR biomedical engineering · 2024Article
- Can heart rate sequences from wearable devices predict day-long mental states in higher education students: a signal processing and machine learning case study at a UK university.Brain informatics · 2024Article
- The effects of digital nature and actual nature on stress reduction: A meta-analysis and systematic review.Internet interventions · 2024Review
- Evaluation of the suitability of using ArtiSential in various renal surgery: IDEAL stage 1 study.BMC urology · 2024Article
- Impact of Bio-impedance Emitted from Wearable Smart Watches on Skin Microbiota: A Pilot Study.Journal of pharmacy & bioallied sciences · 2024Article
- Metaverse: immersive technology in behavior management.European archives of paediatric dentistry : official journal of the European Academy of Paediatric Dentistry · 2024Article
- Wearable technologies for health research: Opportunities, limitations, and practical and conceptual considerations.Brain, behavior, and immunity · 2023Article
- ECG-Free Heartbeat Detection in Seismocardiography and Gyrocardiography Signals Provides Acceptable Heart Rate Variability Indices in Healthy and Pathological Subjects.Sensors (Basel, Switzerland) · 2023Article
- Harnessing Wearable Devices for Emotional Intelligence: Therapeutic Applications in Digital Health.Sensors (Basel, Switzerland) · 2023Article
- The Future of Stress Management: Integration of Smartwatches and HRV Technology.Sensors (Basel, Switzerland) · 2023Review
- Machine learning-based classification analysis of knowledge worker mental stress.Frontiers in public health · 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
9 authors.
Funding
Abstract
Stress is an inherent part of the normal human experience. Although, for the most part, this stress response is advantageous, chronic, heightened, or inappropriate stress responses can have deleterious effects on the human body. It has been suggested that individuals who experience repeated or prolonged stress exhibit blunted biological stress responses when compared to the general population. Thus, when assessing whether a ubiquitous stress response exists, it is important to stratify based on resting levels in the absence of stress. Research has shown that stress that causes symptomatic responses requires early intervention in order to mitigate possible associated mental health decline and personal risks. Given this, real-time monitoring of stress may provide immediate biofeedback to the individual and allow for early self-intervention. This study aimed to determine if the change in heart rate variability could predict, in two different cohorts, the quality of response to acute stress when exposed to an acute stressor and, in turn, contribute to the development of a physiological algorithm for stress which could be utilized in future smartwatch technologies. This study also aimed to assess whether baseline stress levels may affect the changes seen in heart rate variability at baseline and following stress tasks. A total of 30 student doctor participants and 30 participants from the general population were recruited for the study. The Trier Stress Test was utilized to induce stress, with resting and stress phase ECGs recorded, as well as inter-second heart rate (recorded using a FitBit). Although the present study failed to identify ubiquitous patterns of HRV and HR changes during stress, it did identify novel changes in these parameters between resting and stress states. This study has shown that the utilization of HRV as a measure of stress should be calculated with consideration of resting (baseline) anxiety and stress states in order to ensure an accurate measure of the effects of additive acute stress.
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What OpenQuestion holds
Registered trials
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.