ArticleNature communications2024
Encoding of multi-modal emotional information via personalized skin-integrated wireless facial interface.
Article in Nature communications, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
19 citing papers in PubMed.
- A Wireless, Passive Multimodal Wearable Sensor With Decoupled Sensing Capabilities.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Broadband and wide-temperature dissipation continuum in a supramolecular damping organohydrogel for motion-tolerant bioelectronics.Nature communications · 2026Article
- Materials-Structure-Hardware-Algorithm Co-Driven Hierarchical Optimization for Flexible Sensors.Nano-micro letters · 2026Review
- Reduction of appearance artifacts in wearable on-skin electronics.Science advances · 2026Article
- Intelligent Multimodal Sensors Based on Two-Dimensional Materials: Fabrication, Decoupling, and Applications.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Wearable Multifunctional Sensors for Human Activity Recognition.Sensors (Basel, Switzerland) · 2026Review
- Biomimetic metamaterial-based interface for decoding heterogeneous mechanodermal activity.Science advances · 2026Article
- Ion-electron synergy-enhanced flexible highly sensitive wireless sensing system with wide strain range.Microsystems & nanoengineering · 2026Article
- Strain-enhanced stretchable molecular ferroelectric acoustic fibers.Nature communications · 2026Article
- A Wireless, Battery-Free Artificial Throat Patch with Deep Learning for Emotional Speech Recognition.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Skin-Integrated Soft Wearable XR Interfaces for Seamless and Realistic User Experience.Chemical reviews · 2025Review
- Review
- Machine learning-assisted wearable sensing systems for speech recognition and interaction.Nature communications · 2025Article
- A Neural Device Inspired by Neuronal Oscillatory Activity with Intrinsic Perception and Decision-Making.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Advancing Emotionally Aware Child-Robot Interaction with Biophysical Data and Insight-Driven Affective Computing.Sensors (Basel, Switzerland) · 2025Article
- Emerging Wearable Acoustic Sensing Technologies.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Review
- Ethical, Legal, and Social Issues in Metaverse-Enabled Healthcare.Blockchain in healthcare today · 2025Review
- Implementing federated learning for privacy-preserving emotion detection in educational environments.Frontiers in artificial intelligence · 2025Article
- Flexible Self-Powered Low-Decibel Voice Recognition Mask.Sensors (Basel, Switzerland) · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
Human affects such as emotions, moods, feelings are increasingly being considered as key parameter to enhance the interaction of human with diverse machines and systems. However, their intrinsically abstract and ambiguous nature make it challenging to accurately extract and exploit the emotional information. Here, we develop a multi-modal human emotion recognition system which can efficiently utilize comprehensive emotional information by combining verbal and non-verbal expression data. This system is composed of personalized skin-integrated facial interface (PSiFI) system that is self-powered, facile, stretchable, transparent, featuring a first bidirectional triboelectric strain and vibration sensor enabling us to sense and combine the verbal and non-verbal expression data for the first time. It is fully integrated with a data processing circuit for wireless data transfer allowing real-time emotion recognition to be performed. With the help of machine learning, various human emotion recognition tasks are done accurately in real time even while wearing mask and demonstrated digital concierge application in VR environment.
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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.