ReviewArchives of rehabilitation research and clinical translation2025
Efficacy of Robot-assisted Training on Upper Limb Motor Function After Stroke: A Systematic Review and Network Meta-analysis.
Review in Archives of rehabilitation research and clinical translation, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 4 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
14 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Comparative efficacy of brain-computer interface-coupled robotic rehabilitation, robot-assisted therapy, and motor imagery for upper-limb motor recovery after stroke: a systematic review and network meta-analysis.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2026Pooled it
- Effects of Bilateral Robotic Arm Training in Stroke Patients: A Systematic Review and Meta-Analysis.Medical sciences (Basel, Switzerland) · 2026Pooled it
- Robot-Assisted Therapy for Upper Limb Rehabilitation After Stroke: Umbrella Review.Journal of medical Internet research · 2026Pooled it
- The effectiveness of robotic therapy in reducing upper limb spasticity in stroke survivors: a systematic review and meta-analysis.Journal of neuroengineering and rehabilitation · 2026Pooled it
- Trial
- AGREE: an upper limb motorized exoskeleton for restoring arm functions: a single-blinded randomized controlled trial.Journal of neuroengineering and rehabilitation · 2025Trial
- Rehabilitation of patients in the subacute phase of stroke using the ReHand robotic system: a randomized controlled trial.Frontiers in human neuroscience · 2025Trial
- Feasibility of ROBUST: An Integrated Sensorimotor Upper Limb Therapy for People in the Chronic Phase After Stroke.Brain sciences · 2026Article
- Robot-Assisted Rehabilitation as a Form of Progressive Therapy in Upper Extremity Motor Recovery After Stroke: A Systematic Review.Journal of clinical medicine · 2026Review
- Embodied Artificial Intelligence in Healthcare: A Systematic Review of Robotic Perception, Decision-Making, and Clinical Impact.Healthcare (Basel, Switzerland) · 2026Review
- Inflammatory profiling for precision neurorehabilitation after traumatic brain injury and stroke: a narrative review.Frontiers in neurology · 2026Review
- A structural causal model for robot-assisted upper-limb neurorehabilitation.Frontiers in rehabilitation sciences · 2026Article
- Wearable robotic device for upper limb recovery and predictive algorithms to emPOWER the rehabilitation of stroke survivors: a protocol of safety and RCT study (POWER).Frontiers in neurology · 2026Article
- Effects of compression therapy on the upper limb of patients with stroke: a systematic review protocol.BMJ open · 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
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: To systematically evaluate the efficacy of robot-assisted training (RAT) in the treatment of upper limb motor function in patients with stroke, and to compare the efficacy of different types of RAT. Data Sources: We searched 5 English database (PubMed, Web of Science, Embase, Cochrane Library, and Scopus) and 4 Chinese databases (China National Knowledge Infrastructure [CNKI], SinoMed [CBM], VIP, and Wanfang Data) from inception to May 2024. Study Selection: Randomized controlled trials (RCTs) of RAT combined with conventional rehabilitation therapy (CRT) on patients with upper extremity motor dysfunction after stroke. Two independent researches screened 3461 records, resulting in 31 eligible RCTs. Data Extraction: Two independent researches extracted data into a preformed table, including first author, year of publication, baseline characteristics of the literature (including sample size, age, disease duration, interventions, outcome indicators, and adverse reactions) and quality evaluation information. Data Synthesis: Traditional meta-analysis and network meta-analysis were performed using RevMan 5.4 software and Stata 14.0 software, respectively. A total of 31 RCTs were included, involving 1537 patients. The results of traditional meta-analysis showed that in terms of upper limb function, RAT combined with RCT could effectively reduce the elbow flexion Modified Asworth Score (mean difference [MD] -0.63, 95% confidence interval (95% CI) -0.75 to -0.51), improve the Fugl-Meyer Assessment-upper extremity score (MD 5.92, 95% CI 3.52-8.32) and elbow extension angle (MD 16.14, 95% CI 14.56-17.73) in patients with stroke. In terms of activities of daily living, RAT combined with RCT could effectively improve the Modified Barthel Index score (MD 8.03, 95% CI 5.54-10.52) and Functional Independence Measure score (standardized MD 0.95, 95% CI 0.32-1.59) in patients with stroke. The results of network meta-analysis showed that the best probability of improving upper limb motor function was end-effector robot-assisted therapy (EE-RAT)>exoskeleton robot-assisted therapy (Exo-RAT)>CRT, and the best probability of improving daily living ability was Exo-RAT>EE-RAT>CRT. Conclusions: The current evidence showed that RAT combined with routine rehabilitation therapy can effectively improve the upper limb motor function and activities of daily life of patients with stroke. Among them, the EE-RAT had the best effect in improving the upper limb motor function of patients with stroke, and the Exo-RAT had the best effect in improving the ability of daily life of patients with stroke.
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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.