ArticleACS applied electronic materials2023
Soft Wireless Headband Bioelectronics and Electrooculography for Persistent Human-Machine Interfaces.
Article in ACS applied electronic materials, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 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
20 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
- Biomimetic and Gel-Mediated Tissue Adhesive Structures for Skin Conformal and Multifunctional Bioelectronics.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Article
- Laser Micromachining for Bioelectronics: Past, Present, and Future.Small methods · 2026Review
- One-stop strabismus digital diagnosis via AI-integrated skin-like and wearable "Eyelectronics".Science advances · 2026Article
- Advances in Photonic Materials and Integrated Devices for Smart and Digital Healthcare: Bridging the Gap Between Materials and Systems.Advanced materials (Deerfield Beach, Fla.) · 2025Review
- Wireless Soft Athlete Bioelectronics for Monitoring Carbon Dioxide Ventilation and Physiological Performance.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- MOF-Based Bioelectronic Supercapacitors.Small (Weinheim an der Bergstrasse, Germany) · 2025Review
- Highly Self-Adhesive and Biodegradable Silk Bioelectronics for All-In-One Imperceptible Long-Term Electrophysiological Biosignals Monitoring.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Synaptic Response of Fluidic Nanopores: The Connection of Potentiation with Hysteresis.Chemphyschem : a European journal of chemical physics and physical chemistry · 2024Article
- Beyond Flexible: Unveiling the Next Era of Flexible Electronic Systems.Advanced materials (Deerfield Beach, Fla.) · 2024Review
- Recent Advances of Stretchable Nanomaterial-Based Hydrogels for Wearable Sensors and Electrophysiological Signals Monitoring.Nanomaterials (Basel, Switzerland) · 2024Review
- Advances in Energy Harvesting Technologies for Wearable Devices.Micromachines · 2024Review
- Solvent-Free and Cost-Efficient Fabrication of a High-Performance Nanocomposite Sensor for Recording of Electrophysiological Signals.Biosensors · 2024Article
- Mussel-inspired resilient hydrogels with strong skin adhesion and high-sensitivity for wearable device.Nano convergence · 2024Article
- Biosignal-integrated robotic systems with emerging trends in visual interfaces: A systematic review.Biophysics reviews · 2024Review
- Advanced neuroimaging and criminal interrogation in lie detection.Open medicine (Warsaw, Poland) · 2024Review
- Continuous Biopotential Monitoring via Carbon Nanotubes Paper Composites (CPC) for Sustainable Health Analysis.Sensors (Basel, Switzerland) · 2023Article
- Suppression of the redox reaction between the IGZO surface and the reducing agent TMA using fluorine oxidizing agent treatment.RSC advances · 2023Article
- Review
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
No grant is acknowledged in the PubMed record.
Abstract
Recent advances in wearable technologies have enabled ways for people to interact with external devices, known as human-machine interfaces (HMIs). Among them, electrooculography (EOG), measured by wearable devices, is used for eye movement-enabled HMI. Most prior studies have utilized conventional gel electrodes for EOG recording. However, the gel is problematic due to skin irritation, while separate bulky electronics cause motion artifacts. Here, we introduce a low-profile, headband-type, soft wearable electronic system with embedded stretchable electrodes, and a flexible wireless circuit to detect EOG signals for persistent HMIs. The headband with dry electrodes is printed with flexible thermoplastic polyurethane. Nanomembrane electrodes are prepared by thin-film deposition and laser cutting techniques. A set of signal processing data from dry electrodes demonstrate successful real-time classification of eye motions, including blink, up, down, left, and right. Our study shows that the convolutional neural network performs exceptionally well compared to other machine learning methods, showing 98.3% accuracy with six classes: the highest performance till date in EOG classification with only four electrodes. Collectively, the real-time demonstration of continuous wireless control of a two-wheeled radio-controlled car captures the potential of the bioelectronic system and the algorithm for targeting various HMI and virtual reality applications.
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.