Evidence mapPaperPMID 40995687Full record

ReviewAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Wearable and Implantable Devices for Continuous Monitoring of Muscle Physiological Activity: A Review.

Zhengwei Liao, Ata Golparvar, Mohammad Javad Bathaei, Filipe Arroyo Cardoso, Clementine M Boutry

Abstract readReview
In one paragraph

Review 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. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Zhengwei LiaoDepartment of Microelectronics, Delft University of Technology, Delft, 2628, The Netherlands.
Ata GolparvarDepartment of Microelectronics, Delft University of Technology, Delft, 2628, The Netherlands.
Mohammad Javad BathaeiDepartment of Microelectronics, Delft University of Technology, Delft, 2628, The Netherlands.
Filipe Arroyo CardosoDepartment of Microelectronics, Delft University of Technology, Delft, 2628, The Netherlands.ORCID https://orcid.org/0000-0002-7042-1287
Clementine M BoutryDepartment of Microelectronics, Delft University of Technology, Delft, 2628, The Netherlands.ORCID https://orcid.org/0000-0002-6595-1478

Funding

4TU-programme High Tech for a Sustainable Future (HTSF). Delft University of Technology, DUT; Eindhoven University of Technology, TU/e; University of Twente, UT and Wageningen University and Research, WUR
6 · The paper itself

Abstract

Muscle plays a vital role in movement and metabolic regulation, establishing it as a cornerstone of overall health. Monitoring muscular parameters is critical for disease diagnosis, post-surgical recovery, and human-machine interface control. In recent decades, numerous technologies have emerged to monitor muscular biophysical and biochemical processes. The field has transitioned significantly from reliance on large, clinic-bound instrumentation to the development of miniaturized wearable and implantable systems capable of continuous real-time monitoring in everyday settings. This article presents a critical overview of recent advances, with a focus on material and device innovations in muscular monitoring. Starting with the fundamental characteristics of muscle tissue and the physiological origins of biosignals, the discussion subsequently shifts to recent developments in wearable and implantable bioelectronic systems tailored to monitor electrophysiological, biomechanical, and tissue oxygenation signals. Finally, current research challenges and outline emerging opportunities are highlighted in muscular monitoring. Owing to its interdisciplinary nature and growing societal demand for personalized healthcare, muscular monitoring is poised to catalyze transformative innovations in both clinical and consumer applications.

Indexed as

Muscle, SkeletalProstheses and ImplantsWearable Electronic DevicesHumansMonitoring, Physiologicbioelectronicsbiomechanicselectrophysiologysoft and flexible electronicstissue oxygenation

Identifiers

PMID40995687
PMCPMC13042898

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.