ReviewFrontiers in bioengineering and biotechnology2020
Stress Monitoring and Recent Advancements in Wearable Biosensors.
Review in Frontiers in bioengineering and biotechnology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 2 of them syntheses that pooled 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.
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.
Who cites it
35 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Wearable Solutions Using Physiological Signals for Stress Monitoring on Individuals with Autism Spectrum Disorder (ASD): A Systematic Literature Review.Sensors (Basel, Switzerland) · 2024Pooled it
- Occupational Stress Monitoring Using Biomarkers and Smartwatches: A Systematic Review.Sensors (Basel, Switzerland) · 2022Pooled it
- Mapping Movement Behaviors and Mental Health Among Frontline Workers: Scoping Review.JMIR public health and surveillance · 2026Article
- Wearable Sensing for Clinical Physiology Monitoring: Emerging Paradigms.Physiology (Bethesda, Md.) · 2026Review
- Examination of Relationships Between 24-Hour Movement Behaviors and Mental Health Outcomes in Frontline Workers: Protocol for a Scoping Review.JMIR research protocols · 2026Article
- A quantitative, multimodal wearable bioelectronic device for comprehensive stress assessment and sub-classification.Nature communications · 2026Article
- Stressomic: A wearable microfluidic biosensor for dynamic profiling of multiple stress hormones in sweat.Science advances · 2025Article
- AI-Driven Wearable Bioelectronics in Digital Healthcare.Biosensors · 2025Review
- An ensemble deep learning framework for emotion recognition through wearable devices multi-modal physiological signals.Scientific reports · 2025Article
- AI-driven multimodal colorimetric analytics for biomedical and behavioral health diagnostics.Computational and structural biotechnology journal · 2025Review
- StressFit: a hybrid wearable physicochemical sensor suite for simultaneously measuring electromyogram and sweat cortisol.Scientific reports · 2024Article
- Advances in Wearable Biosensors for Healthcare: Current Trends, Applications, and Future Perspectives.Biosensors · 2024Review
- The Effect of Stress-Reducing Interventions on Heart Rate Variability in Cardiovascular Disease: A Systematic Review and Meta-Analysis.Life (Basel, Switzerland) · 2024Review
- Advancements in Cortisol Detection: From Conventional Methods to Next-Generation Technologies for Enhanced Hormone Monitoring.ACS sensors · 2024Review
- Bibliometric Analysis and Visualization of Clinical Trials on Psychological Stress and Oral Health (1967-2024).Cureus · 2024Review
- Enhancing Stress Detection: A Comprehensive Approach through rPPG Analysis and Deep Learning Techniques.Sensors (Basel, Switzerland) · 2024Article
- A Deep Learning-Based Platform for Workers' Stress Detection Using Minimally Intrusive Multisensory Devices.Sensors (Basel, Switzerland) · 2024Article
- From care practices to speculative vignettes-design considerations for robots in good care.Frontiers in robotics and AI · 2024Article
- Recent Advances in Skin-Interfaced Wearable Sweat Sensors: Opportunities for Equitable Personalized Medicine and Global Health Diagnostics.ACS sensors · 2023Review
- The Menstrual Cycle's Influence on Sleep Duration and Cardiovascular Health: A Comprehensive Review.Cureus · 2023Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The stress response allows the body to overcome obstacles and prepare for threats, but sustained levels of stress can damage one's health. Stress has long been measured through physical tests and questionnaires that rely primarily on user-inputted data, which can be subjective and inaccurate. To quantify the amount of stress that the body is experiencing biologically, analytical detection of biomarkers associated with the stress response recently have been developed. Novel stress sensing devices focus on cortisol sweat sensing as a part of wearable, flexible devices. These devices promise a real-time, continuous collection of stress data that can be used in clinical diagnoses or for personal stress monitoring and mediation.
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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.