ArticleNature communications2025
Machine learning-assisted wearable sensing systems for speech recognition and 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 21 papers, 2 of them syntheses 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
21 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Artificial Intelligence in Cardiovascular Medicine: Focus on Hypertension.Hypertension (Dallas, Tex. : 1979) · 2026Pooled it
- Advancements in Machine Learning-Assisted Flexible Electronics: Technologies, Applications, and Future Prospects.Biosensors · 2026Pooled it
- Broadband wearable acoustic sensing for continuous cardiopulmonary monitoring.Microsystems & nanoengineering · 2026Article
- Stretchable and Self-Healable Acoustic Sensor for Fast Respiratory Diseases Identification Based on Biocompatible Piezoelectric Polyester Elastomer.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Materials-Structure-Hardware-Algorithm Co-Driven Hierarchical Optimization for Flexible Sensors.Nano-micro letters · 2026Review
- Single-Sensor Vibration Sensing in Anisotropic Composites Enabled by Disordered Metasurfaces.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- A Self-Powered Hydrogel-Based Wearable Sensor for Sports Motion Monitoring and Activity Recognition.ChemistryOpen · 2026Article
- NSX-Net: A Neurolinguistic and Acoustic Multimodal Deep Learning Framework for Speech Disorder Classification.Diagnostics (Basel, Switzerland) · 2026Article
- Intelligent monitoring system for pipeline status based on MEMS acoustic emission sensors.Microsystems & nanoengineering · 2026Article
- Wearable, broadband auscultation patch with cantilever pressure transducer for remote healthcare monitoring.Nature communications · 2026Article
- Biomimetic metamaterial-based interface for decoding heterogeneous mechanodermal activity.Science advances · 2026Article
- A capacitive-piezoelectric hybrid MEMS microphone with signal fusion for enhancing signal-to-noise ratio.Microsystems & nanoengineering · 2026Article
- Artificial Tactile Perception System for Exploring Internal and External Features of Objects via Time-Frequency Features.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Article
- Modulus Matching and Interface Enhancement: A Synergistic Strategy for Antidelamination High-Performance Stretchable Triboelectric Nanogenerator.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Wearable bioelectronics for cancer theranostics.Microsystems & nanoengineering · 2025Review
- The Design and Application of Wearable Ultrasound Devices for Detection and Imaging.Biosensors · 2025Review
- A Generative AI-Assisted Piezo-MEMS Ultrasound Device for Plant Dehydration Monitoring.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Self-Healing and Tough Polyacrylic Acid-Based Hydrogels for Micro-Strain Sensors.Gels (Basel, Switzerland) · 2025Article
- Intelligent planetary gear fault diagnosis system based on MEMS acoustic emission sensor.Microsystems & nanoengineering · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The human voice stands out for its rich information transmission capabilities. However, voice communication is susceptible to interference from noisy environments and obstacles. Here, we propose a wearable wireless flexible skin-attached acoustic sensor (SAAS) capable of capturing the vibrations of vocal organs and skin movements, thereby enabling voice recognition and human-machine interaction (HMI) in harsh acoustic environments. This system utilizes a piezoelectric micromachined ultrasonic transducers (PMUT), which feature high sensitivity (-198 dB), wide bandwidth (10 Hz-20 kHz), and excellent flatness (±0.5 dB). Flexible packaging enhances comfort and adaptability during wear, while integration with the Residual Network (ResNet) architecture significantly improves the classification of laryngeal speech features, achieving an accuracy exceeding 96%. Furthermore, we also demonstrated SAAS's data collection and intelligent classification capabilities in multiple HMI scenarios. Finally, the speech recognition system was able to recognize everyday sentences spoken by participants with an accuracy of 99.8% through a deep learning model. With advantages including a simple fabrication process, stable performance, easy integration, and low cost, SAAS presents a compelling solution for applications in voice control, HMI, and wearable electronics.
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.