ArticleNature communications2025
An intelligent hybrid-fabric wristband system enabled by thermal encapsulation for ergonomic human-machine interaction.
Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 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
10 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Advancements in Machine Learning-Assisted Flexible Electronics: Technologies, Applications, and Future Prospects.Biosensors · 2026Pooled it
- Synergistic Mechano-Fluidic Self-Fusion of Poly(Vinyl Alcohol)-Modified Liquid-Metal Particles for Post-Treatment-Free Soft Electronics.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Swelling-induced strain-isolation for stretchable and breathable integrated electronics.Nature communications · 2026Article
- Toward Long-Term Reliable Human-Machine Interaction: A Flexible, Breathable, and Self-Powered Pressure Sensor System With Firefighting Validation.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Textile emitter for AI-enhanced human-machine interaction.National science review · 2026Article
- Wearable thumb sleeves enabled by self-supervised learning with few stretchable sensors and few-shot data for switchable finger tasks.Science advances · 2026Article
- Moisture-driven, self-powered noncontact sensing interfaces via turbulence-tailored hygroelectronic effect.Science advances · 2026Article
- Advances in flexible wearable pressure/strain sensors for motion monitoring in orthopaedic sports medicine.Journal of orthopaedic translation · 2026Review
- A self-powered hydrogel electronic skin with decoupled multimodal sensing for closed-loop human-machine interactions.Nature communications · 2026Article
- Smart Textiles for Personalized Sports and Healthcare.Nano-micro letters · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
15 authors.
Funding
Abstract
Human-machine interaction has emerged as a revolutionary and transformative technology, bridging the gap between human and machine. Gesture recognition, capitalizing on the inherent dexterity of human hands, plays a crucial role in human-machine interaction. However, existing systems often struggle to meet user expectations in terms of comfort, wearability, and seamless daily integration. Here, we propose a handwriting recognition technology utilizing an intelligent hybrid-fabric wristband system. This system integrates spun-film sensors into textiles to form the smart fabric, enabling intelligent functionalities. A thermal encapsulation process is proposed to bond multiple spun-films without additional materials, ensuring the lightweight, breathability, and stretchability of the spun-film sensors. Furthermore, recognition algorithms facilitate precise accurate handwriting recognition of letters, with an accuracy of 96.63%. This system represents a significant step forward in the development of ergonomic and user-friendly wearable devices for enhanced human-machine interaction, particularly in the virtual world.
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.