ArticleProceedings of the ... ACM International Conference on Ubiquitous Computing . UbiComp (Conference)2015
cStress: Towards a Gold Standard for Continuous Stress Assessment in the Mobile Environment.
Article in Proceedings of the ... ACM International Conference on Ubiquitous Computing . UbiComp (Conference), 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 103 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
103 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Smart Devices and Wearable Technologies to Detect and Monitor Mental Health Conditions and Stress: A Systematic Review.Sensors (Basel, Switzerland) · 2021Pooled it
- The association between self-reported stress and cardiovascular measures in daily life: A systematic review.PloS one · 2021Pooled it
- Sense2Stop: A micro-randomized trial using wearable sensors to optimize a just-in-time-adaptive stress management intervention for smoking relapse prevention.Contemporary clinical trials · 2021Trial
- Moving the dial on prenatal stress mechanisms of neurodevelopmental vulnerability to mental health problems: A personalized prevention proof of concept.Developmental psychobiology · 2021Trial
- Efficacy of Contextually Tailored Suggestions for Physical Activity: A Micro-randomized Optimization Trial of HeartSteps.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2019Trial
- Data-Minimizing Motion-Gated Artificial Intelligence Decision Support for Electric Micro-Mobility: An Architecture-Feasibility Study.Sensors (Basel, Switzerland) · 2026Article
- The Roles of Autonomic Arousal and Self-Reported Stress in Children's Disclosure of a Minor Transgression.Annals of the New York Academy of Sciences · 2026Article
- Development of a Heart Rate Variability Based Ambulatory Stress Detection Model for Clinical Populations.Applied psychophysiology and biofeedback · 2026Article
- Are you afraid? Neurophysiological responses to multidimensional fear in an interactive semi-immersive environment.Frontiers in systems neuroscience · 2026Article
- Predictive Modelling of Exam Outcomes Using Stress-Aware Learning from Wearable Biosignals.Sensors (Basel, Switzerland) · 2025Article
- Effectiveness of 2 Just-in-Time Adaptive Interventions for Reducing Stress and Stabilizing Cardiac Autonomic Function: Microrandomized Trials.Journal of medical Internet research · 2025Article
- Feasibility of Digitally Identifying and Minimizing Stressors in Palliative Care Workplaces by Measuring Stress Continuously for Nurses Through Wearable Sensors (DiPa): Protocol for a Prospective Cross-Sectional Study.JMIR research protocols · 2025Article
- Proximal Effects of a Just-in-Time Adaptive Intervention for Smoking Cessation With Wearable Sensors: Microrandomized Trial.JMIR mHealth and uHealth · 2025Article
- Stress management with HRV following AI, semantic ontology, genetic algorithm and tree explainer.Scientific reports · 2025Article
- HealthSense: Unobtrusive Continuous Stress Monitoring Using a Novel Dual ECG-PPG Patch.... International Conference on Wearable and Implantable Body Sensor Networks. International Conference on Wearable and Implantable Body Sensor Networks · 2024Article
- A latent variable approach to jointly modeling longitudinal and cumulative event data using a weighted two-stage method.Statistics in medicine · 2024Article
- Supervised machine learning to predict smoking lapses from Ecological Momentary Assessments and sensor data: Implications for just-in-time adaptive intervention development.PLOS digital health · 2024Article
- Improved method for stress detection using bio-sensor technology and machine learning algorithms.MethodsX · 2024Article
- Night time heart rate predicts next-day pain in fibromyalgia and primary back pain.Pain reports · 2024Article
- Investigating Receptivity and Affect Using Machine Learning: Ecological Momentary Assessment and Wearable Sensing Study.JMIR mHealth and uHealth · 2024Article
43 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Recent advances in mobile health have produced several new models for inferring stress from wearable sensors. But, the lack of a gold standard is a major hurdle in making clinical use of continuous stress measurements derived from wearable sensors. In this paper, we present a stress model (called
Indexed as
Identifiers
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.