ArticleNature communications2021
Digital electronics in fibres enable fabric-based machine-learning inference.
Article in Nature communications, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 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
43 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
- All-fiber wireless auscultation garment for cardiopulmonary diagnostics.Nature cardiovascular research · 2026Article
- Technology roadmap from fiber materials to fiber electronics.National science review · 2026Review
- Emergency Clinical Decision for Sports Injury Management: A Wearable Sensor-Driven Framework from Training to Rehabilitation.Biosensors · 2026Review
- In-fibre logic and memory via tuneable passivation-corrosion.Nature communications · 2026Article
- Integrated Circuits on Fiber Substrates: State-of-the-Art System-on-Fiber Technologies for Smart Textiles and Wearables.Nano-micro letters · 2026Review
- Article
- Curvy Surface Reconstruction.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Smart Polymers and Adaptive Systems in Pilot Suit Engineering: Toward Autonomous, Responsive, and Wearable Flight Technologies.Nanomaterials (Basel, Switzerland) · 2025Review
- Noninvasive biometric monitoring technologies for patients with heart failure.Heart failure reviews · 2025Review
- Transforming Healthcare: Intelligent Wearable Sensors Empowered by Smart Materials and Artificial Intelligence.Advanced materials (Deerfield Beach, Fla.) · 2025Review
- Smart Textiles for Personalized Sports and Healthcare.Nano-micro letters · 2025Review
- Submersible touchless interactivity in conformable textiles enabled by highly selective overbraided magnetoresistive sensors.Communications engineering · 2025Article
- Ultraflexible Sensor Development via 4D Printing: Enhanced Sensitivity to Strain, Temperature, and Magnetic Fields.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Textile Hybrid Electronics for Multifunctional Wearable Integrated Systems.Research (Washington, D.C.) · 2025Review
- Energy expenditure during physical work in cold environments: physiology and performance considerations for military service members.Journal of applied physiology (Bethesda, Md. : 1985) · 2024Review
- Innervate Commercial Fabrics with Spirally-Layered Iontronic Fibrous Sensors Toward Dual-Functional Smart Garments.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- Stretchable electronic strips for electronic textiles enabled by 3D helical structure.Scientific reports · 2024Article
- Design and fabrication of wearable electronic textiles using twisted fiber-based threads.Nature protocols · 2024Article
- T-DOpE probes reveal sensitivity of hippocampal oscillations to cannabinoids in behaving mice.Nature communications · 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
14 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Digital devices are the essential building blocks of any modern electronic system. Fibres containing digital devices could enable fabrics with digital system capabilities for applications in physiological monitoring, human-computer interfaces, and on-body machine-learning. Here, a scalable preform-to-fibre approach is used to produce tens of metres of flexible fibre containing hundreds of interspersed, digital temperature sensors and memory devices with a memory density of ~7.6 × 10
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.