ArticleNature electronics2024
A physicochemical-sensing electronic skin for stress response monitoring.
Article in Nature electronics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 111 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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Who cites it
111 citing papers in PubMed, 1 synthesis or guideline pooled it, 320 citations in OpenAlex.
- Fusing Wearable Biosensors with Artificial Intelligence for Mental Health Monitoring: A Systematic Review.Biosensors · 2025Pooled it
- Translational Barriers and AI-Driven Challenges of Microfluidics-Enabled Wearables and Implantable Systems in Personalized Medicine.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- An Ultrathin, Permeable, and Battery-Free Monolithically Integrated System for Emotion Sensing and Interaction.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Wireless IoT-enabled microneedle electroceutical for personalized and connected pain management.Nature communications · 2026Article
- A wearable acoustofluidic patch for rapid reversal of opioid overdose.Nature communications · 2026Article
- Human-inspired time-series health evaluation with an adaptive multimodal electronic skin.Science advances · 2026Article
- An intelligent electronic-textile system with adaptive sweat-regulation for continuous exercise-induced fatigue monitoring.Nature communications · 2026Article
- Neural dynamics of temporal interference stimulation monitoring by soft liquid metal interfaces across neural systems.Nature communications · 2026Article
- A symbiotic skin hydrogel interface enabled by flexible hydrogel network with embedded enhancement structure.Nature communications · 2026Article
- Self-powered intelligence for personalized healthcare.National science review · 2026Review
- Wearable Sensing for Clinical Physiology Monitoring: Emerging Paradigms.Physiology (Bethesda, Md.) · 2026Review
- Convergence of Soft Electronics and Artificial Intelligence: From Materials to Intelligent Systems.Nano-micro letters · 2026Review
- Three-dimensional printing of multilayer stretchable electronics with inclined interconnect accesses.Nature communications · 2026Article
- Machine learning-assisted self-powered ear tag for animal welfare.Nature communications · 2026Article
- From Single-Ion to Integrated Multi-Ion Platforms: Wearable Sweat Sensors for Electrolyte Monitoring.Biosensors · 2026Review
- Biomolecular profiling for noninvasive health monitoring.Nature biotechnology · 2026Review
- Real-time facial micromotion tracking enabled by an ultrathin silk fibroin patch.Microsystems & nanoengineering · 2026Article
- Flexible microscale tactile display with liquid-to-gas phase-change actuator array.Microsystems & nanoengineering · 2026Article
- Wireless, skin-interfaced multimodal sensing system for continuous psychophysiological monitoring-A wearable polygraph device.Science advances · 2026Article
- Wireless and in situ regenerable multimodal wearable bioelectronic sweat sensor for continuous biomarker monitoring in everyday settings.Nature biomedical engineering · 2026Article
51 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
14 authors at 3 institutions in 2 countries.
Funding
Abstract
Approaches to quantify stress responses typically rely on subjective surveys and questionnaires. Wearable sensors can potentially be used to continuously monitor stress-relevant biomarkers. However, the biological stress response is spread across the nervous, endocrine, and immune systems, and the capabilities of current sensors are not sufficient for condition-specific stress response evaluation. Here we report an electronic skin for stress response assessment that non-invasively monitors three vital signs (pulse waveform, galvanic skin response and skin temperature) and six molecular biomarkers in human sweat (glucose, lactate, uric acid, sodium ions, potassium ions and ammonium). We develop a general approach to prepare electrochemical sensors that relies on analogous composite materials for stabilizing and conserving sensor interfaces. The resulting sensors offer long-term sweat biomarker analysis of over 100 hours with high stability. We show that the electronic skin can provide continuous multimodal physicochemical monitoring over a 24-hour period and during different daily activities. With the help of a machine learning pipeline, we also show that the platform can differentiate three stressors with an accuracy of 98.0%, and quantify psychological stress responses with a confidence level of 98.7%.
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.