ReviewBiosensors2020
Identification of Suitable Biomarkers for Stress and Emotion Detection for Future Personal Affective Wearable Sensors.
Review in Biosensors, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers, 1 of them a synthesis 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
30 citing papers in PubMed, 1 synthesis or guideline pooled it, 103 citations in OpenAlex.
- Pooled it
- Impact of a Mobile App on Paramedics' Perceived and Physiologic Stress Response During Simulated Prehospital Pediatric Cardiopulmonary Resuscitation: Study Nested Within a Multicenter Randomized Controlled Trial.JMIR mHealth and uHealth · 2021Trial
- Measurement of Dermal Ammonia Emission Using a Passive Flux Sampler and Its Association with Autonomic Nervous System Activity in Medical Workers: A Preliminary Study.Sensors (Basel, Switzerland) · 2026Article
- Combined Use of Microwave Sensing Technologies and Artificial Intelligence for Biomedical Monitoring and Imaging.Biosensors · 2026Review
- Bio-signal induced emotion monitoring and detection of anxiety: A sensor-driven approach with regression based random forest.MethodsX · 2025Article
- Metabolomic profiling of sweat VOCs for occupational stress surveillance in firefighters: a GC-MS pilot study.Journal of occupational medicine and toxicology (London, England) · 2025Article
- A Review of Graphene-Integrated Biosensors for Non-Invasive Biochemical Monitoring in Health Applications.Sensors (Basel, Switzerland) · 2025Review
- Article
- Research hotspots and frontiers of application of mass spectrometry breath test in respiratory diseases.Frontiers in medicine · 2025Review
- Advances in Wearable Biosensors for Healthcare: Current Trends, Applications, and Future Perspectives.Biosensors · 2024Review
- Simultaneous Determination of Tobacco Smoke Exposure and Stress Biomarkers in Saliva Using In-Tube SPME and LC-MS/MS for the Analysis of the Association between Passive Smoking and Stress.Molecules (Basel, Switzerland) · 2024Article
- Early adverse physiological event detection using commercial wearables: challenges and opportunities.NPJ digital medicine · 2024Article
- AVDOS-VR: Affective Video Database with Physiological Signals and Continuous Ratings Collected Remotely in VR.Scientific data · 2024Article
- Urban environment influences on stress, autonomic reactivity and circadian rhythm: protocol for an ambulatory study of mental health and sleep.Frontiers in public health · 2024Article
- MicroSweat: A Wearable Microfluidic Patch for Noninvasive and Reliable Sweat Collection Enables Human Stress Monitoring.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023Article
- Wearable biosensors for human fatigue diagnosis: A review.Bioengineering & translational medicine · 2023Review
- Wearable Sensors for Healthcare: Fabrication to Application.Sensors (Basel, Switzerland) · 2022Review
- Review
- The Impact of Music on Stress Biomarkers: Protocol of a Substudy of the Cluster-Randomized Controlled Trial Music Interventions for Dementia and Depression in ELderly Care (MIDDEL).Brain sciences · 2022Article
- Machine Learning Approaches to Identify Discriminative Signatures of Volatile Organic Compounds (VOCs) from Bacteria and Fungi Using SPME-DART-MS.Metabolites · 2022Article
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 at 3 institutions in 3 countries.
Funding
Abstract
Skin conductivity (i.e., sweat) forms the basis of many physiology-based emotion and stress detection systems. However, such systems typically do not detect the biomarkers present in sweat, and thus do not take advantage of the biological information in the sweat. Likewise, such systems do not detect the volatile organic components (VOC's) created under stressful conditions. This work presents a review into the current status of human emotional stress biomarkers and proposes the major potential biomarkers for future wearable sensors in affective systems. Emotional stress has been classified as a major contributor in several social problems, related to crime, health, the economy, and indeed quality of life. While blood cortisol tests, electroencephalography and physiological parameter methods are the gold standards for measuring stress; however, they are typically invasive or inconvenient and not suitable for wearable real-time stress monitoring. Alternatively, cortisol in biofluids and VOCs emitted from the skin appear to be practical and useful markers for sensors to detect emotional stress events. This work has identified antistress hormones and cortisol metabolites as the primary stress biomarkers that can be used in future sensors for wearable affective systems.
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.