ArticleFrontiers in neurology2020
Surface EMG in Clinical Assessment and Neurorehabilitation: Barriers Limiting Its Use.
Article in Frontiers in neurology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06667115 (The Effectiveness of Proprioceptive Neuromuscular Facilitation Exercise With Virtual Reality Motion Capture Gaming System and Concurrent Feedback on Early Shoulder Muscle Activation in Healthy Individuals), which is not on this map. Cited by 111 papers, 8 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.
The Effectiveness of Proprioceptive Neuromuscular Facilitation Exercise With Virtual Reality Motion Capture Gaming System and Concurrent Feedback on Early Shoulder Muscle Activation in Healthy Individuals
Who cites it
111 citing papers in PubMed, 8 syntheses or guidelines pooled it, 239 citations in OpenAlex.
- Measurement Technologies for Ankle-Dorsiflexion Function After Stroke: A Systematic Review and Meta-Analysis of Sensing Approaches and Their Relationships with Gait Performance.Sensors (Basel, Switzerland) · 2026Pooled it
- Gait analysis methods in people with spinal cord injury: a systematic review.Journal of neuroengineering and rehabilitation · 2026Pooled it
- Movement Disorders and Smart Wrist Devices: A Comprehensive Study.Sensors (Basel, Switzerland) · 2025Pooled it
- Bibliometric analysis of surface electromyography trends in stroke rehabilitation research.Frontiers in neurology · 2025Pooled it
- Surface electromyography signal processing and evaluation on respiratory muscles of critically ill patients: A systematic review.PloS one · 2023Pooled it
- Upper Limb Stroke Rehabilitation Using Surface Electromyography: A Systematic Review and Meta-Analysis.Frontiers in human neuroscience · 2022Pooled it
- Combined Use of EMG and EEG Techniques for Neuromotor Assessment in Rehabilitative Applications: A Systematic Review.Sensors (Basel, Switzerland) · 2021Pooled it
- Wearable Sensors in Sports for Persons with Disability: A Systematic Review.Sensors (Basel, Switzerland) · 2021Pooled it
- Surface-Electromyography-Based Co-Contraction Index for Monitoring Upper Limb Improvements in Post-Stroke Rehabilitation: A Pilot Randomized Controlled Trial Secondary Analysis.Sensors (Basel, Switzerland) · 2023Trial
- Subdermal Insertable Sensors for Health Monitoring: Applications, Challenges, and Emerging Technologies.Annals of biomedical engineering · 2026Review
- Neurofunctional Changes Following Multimodal Rehabilitation Treatment in Patients with Cervical Spondylosis: An Exploratory Electrophysiological Study.Diagnostics (Basel, Switzerland) · 2026Article
- Diagnostic Utility of Surface Electromyography for Identifying Muscles Affected by Myofascial Trigger Points: A Scoping Review.Biomedicines · 2026Review
- Article
- Flexible wearable medical devices: from material innovations and data processing to intelligent healthcare applications.Journal of advanced research · 2026Review
- A Flexible Copper Electrode Array for High-Density Surface Electromyography.Bioengineering (Basel, Switzerland) · 2026Article
- Editorial: EMG Signal Acquisition, Processing, and Analysis-Bridging the Gap Between Research and Daily Practice.Sensors (Basel, Switzerland) · 2026Article
- Shoulder Complex Dysfunction Through an Evolutionary Lens: The Need for Closed Kinetic Chain Loading in Upper Extremity Program Design.Journal of functional morphology and kinesiology · 2026Review
- Standardizing Periocular Surface Electromyography: A Scoping Review of Methods and Emerging Applications.Journal of clinical medicine · 2026Review
- EMG-Driven Musculoskeletal Modelling Framework for Virtual Simulation of Upper Limb Activation-Modulated Impairment Scenarios.Medicina (Kaunas, Lithuania) · 2026Article
- Neurofunctional Assessments in Lumbar Spondylosis: Outcomes After Rehabilitation Treatment.Journal of functional morphology and kinesiology · 2026Article
51 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 4 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This article addresses the potential clinical value of techniques based on surface electromyography (sEMG) in rehabilitation medicine with specific focus on neurorehabilitation. Applications in exercise and sport pathophysiology, in movement analysis, in ergonomics and occupational medicine, and in a number of related fields are also considered. The contrast between the extensive scientific literature in these fields and the limited clinical applications is discussed. The "barriers" between research findings and their application are very broad, and are longstanding, cultural, educational, and technical. Cultural barriers relate to the general acceptance and use of the concept of objective measurement in a clinical setting and its role in promoting Evidence Based Medicine. Wide differences between countries exist in appropriate training in the use of such quantitative measurements in general, and in electrical measurements in particular. These differences are manifest in training programs, in degrees granted, and in academic/research career opportunities. Educational barriers are related to the background in mathematics and physics for rehabilitation clinicians, leading to insufficient basic concepts of signal interpretation, as well as to the lack of a common language with rehabilitation engineers. Technical barriers are being overcome progressively, but progress is still impacted by the lack of user-friendly equipment, insufficient market demand, gadget-like devices, relatively high equipment price and a pervasive lack of interest by manufacturers. Despite the recommendations provided by the 20-year old EU project on "Surface EMG for Non-Invasive Assessment of Muscles (SENIAM)," real international standards are still missing and there is minimal international pressure for developing and applying such standards. The need for change in training and teaching is increasingly felt in the academic world, but is much less perceived in the health delivery system and clinical environments. The rapid technological progress in the fields of sensor and measurement technology (including sEMG), assistive devices, and robotic rehabilitation, has not been driven by clinical demands. Our assertion is that the most important and urgent interventions concern enhanced education, more effective technology transfer, and increased academic opportunities for physiotherapists, occupational therapists, and kinesiologists.
Indexed as
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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.