AI in healthcare · Research
Robot-assisted training after stroke: arm and ADL gains, no clear dose-response link
A meta-analysis of 36 randomised trials found robot-assisted training improved upper limb motor function and activities of daily living after stroke, but not balance. No linear or nonlinear relationship between training dose and outcomes was identified.

Background
Robot-assisted training (RAT) is used extensively in rehabilitation after stroke, yet how training dose relates to functional recovery has not been established1. A systematic review and meta-analysis assessed the efficacy of RAT and explored dose-effect relationships1.
Methods
Searches covered Embase, PubMed, the Cochrane Library and Web of Science from database inception through October 20251. Eligible studies were randomised controlled trials in adults after stroke that compared RAT, or RAT plus conventional rehabilitation (CR), with CR1. Study quality was judged with Cochrane's tool for assessing risk of bias, and certainty of evidence was rated with the GRADE framework1. Effects were pooled as mean differences (MDs) or standardised MDs with 95% confidence intervals (CIs)1.
Five training-dose parameters were examined through exploratory analyses by subgroup together with meta-regression using a random-effects model, with restricted cubic spline analyses testing for nonlinear relationships1. The review was registered (CRD420251267710)1.
Results
The analysis included 36 trials with 1,941 patients1. Compared with CR, RAT led to significant gains in:
- Motor function of the upper limb: MD = 2.89, 95% CI: 1.49-4.281
- Activities of daily living (ADL): standardised mean difference = 0.28, 95% CI: 0.13-0.431
Balance did not improve significantly (MD = 1.27, 95% CI: -0.92 to 3.47)1.
Subgroup analyses by dose level showed numerical differences, but none of the between-subgroup comparisons reached significance1. No dose parameter was linearly associated with Fugl-Meyer Assessment-Upper Extremity (FMA-UE), Berg Balance Scale (BBS) or ADL scores, and spline analyses detected no nonlinear associations (all P > .05)1.
Certainty of evidence was moderate for FMA-UE and ADL, whereas it was low for BBS1.
Limitations
The authors advise caution with the dose findings, since several subgroups contained only a small number of studies and the training dose actually delivered was not fully reported1.
Conclusion
RAT may enhance motor function of the upper limb and ADL following stroke, while no significant benefit for balance has been shown1. The available evidence does not establish a clear linear or nonlinear link linking the dose of training with rehabilitation results1.
References
- Hu S, Wang F, Liu J, Zhu J, Wang G, Hong F, et al. Dose-response effects of robot-assisted training on poststroke functional recovery: A systematic review and meta-analysis. Medicine (Baltimore). 2026;105(41):e50933. doi:10.1097/MD.0000000000050933. PMID: 42854007. PubMed
This article is not medical advice. Always check the source and local prescribing information before making treatment decisions. Patients should seek a personal assessment by a licensed physician.
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