ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026
Systematic Benchmarking of a Noise-Tolerant Conductive Hydrogel Electrode for Epidermal Bioelectronics.
Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 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
2 citing papers in PubMed.
- Data-Driven Design of Self-Adhesive Epidermal Electrodes and Sensors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Flexible Sensing Electrodes: From Materials Design to Device Fabrication.Materials (Basel, Switzerland) · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
Abstract
Conventional Silver/Silver Chloride (Ag/AgCl) electrodes remain the clinical standard for electrophysiological monitoring but are hindered by poor skin conformity, mechanical rigidity, and signal degradation, particularly under motion or sweat. Here, two hydrogel-based alternatives are presented and benchmarked using a wireless commercial platform: a porous poly(3,4-ethylenedioxythiophene):polystyrene sulfonate scaffold infused with hydrogel (PPSCF), and an all-hydrogel, crosslinker-free electrode (PPHG) synthesizes via a scalable, one-pot process. PPHG demonstrates intrinsic stretchability, self-adhesion, and biocompatibility, forming stable, low-impedance contacts with skin. Electrochemical measurements reveal that PPHG maintains a capacitive interface with reduced resistive losses, low loss tangent, high dielectric constant, and fast relaxation dynamics, features that enable intrinsic signal smoothing and noise suppression. In a cohort of 39 participants, PPHG electrodes outperform Ag/AgCl in electrocardiography (ECG), showing reduced motion artifacts, higher signal-to-noise ratios, and clear preservation of P-, R-, and T-waves. Electroencephalography (EEG) recordings demonstrate enhanced alpha-delta separation, while electrooculography (EOG) and electromyography (EMG) signals exhibit greater amplitude and sharper features. Machine learning analysis of ECG signals reveals a 2.2-fold improvement in inter-lead classification accuracy. These findings position PPHG as a soft, adhesive, and sustainable alternative for high-fidelity, multimodal bioelectronic interfaces, with strong potential for wearables and clinical monitoring systems.
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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.