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AI in healthcare · Research

Robot-assisted training after stroke: arm and ADL gains, no clear dose-response link

Human idea, AI creation9 Nov 2026Neurology
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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.

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Image: human idea, AI creation

Background

Robot-assisted training (RAT) is used extensively in rehabilitation after stroke, yet how training dose relates to functional recovery has not been established. A systematic review and meta-analysis assessed the efficacy of RAT and explored dose-effect relationships.

Methods

Searches covered Embase, PubMed, the Cochrane Library and Web of Science from database inception through October 2025. Eligible studies were randomised controlled trials in adults after stroke that compared RAT, or RAT plus conventional rehabilitation (CR), with CR. Study quality was judged with Cochrane's tool for assessing risk of bias, and certainty of evidence was rated with the GRADE framework. Effects were pooled as mean differences (MDs) or standardised MDs with 95% confidence intervals (CIs).

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 relationships. The review was registered (CRD420251267710).

Results

The analysis included 36 trials with 1,941 patients. Compared with CR, RAT led to significant gains in:

  • Motor function of the upper limb: MD = 2.89, 95% CI: 1.49-4.28
  • Activities of daily living (ADL): standardised mean difference = 0.28, 95% CI: 0.13-0.43

Balance did not improve significantly (MD = 1.27, 95% CI: -0.92 to 3.47).

Subgroup analyses by dose level showed numerical differences, but none of the between-subgroup comparisons reached significance. 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).

Certainty of evidence was moderate for FMA-UE and ADL, whereas it was low for BBS.

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 reported.

Conclusion

RAT may enhance motor function of the upper limb and ADL following stroke, while no significant benefit for balance has been shown. The available evidence does not establish a clear linear or nonlinear link linking the dose of training with rehabilitation results.

References

  1. 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