# Effect of robot-assisted training on cognitive function in post-stroke patients: a meta-analysis

**Authors:** Juan Wang, Man Ding, Chao Weng, Hui Cai

PMC · DOI: 10.3389/fneur.2026.1725457 · Frontiers in Neurology · 2026-03-03

## TL;DR

This study finds that robot-assisted training may improve cognitive function in post-stroke patients, but the evidence is limited and needs further research.

## Contribution

A meta-analysis comparing robot-assisted training with traditional training for cognitive function in post-stroke patients.

## Key findings

- Robot-assisted training significantly improved Montreal Cognitive Assessment scores in post-stroke patients.
- The evidence supporting the effectiveness of robot-assisted training is of low quality.
- Sensitivity analysis revealed instability in cognitive function outcomes.

## Abstract

About 1/3 of stroke patients worldwide experience post-stroke cognitive impairment (PSCI). The management of cognitive function (CF) after stroke is an important issue that needs to be addressed. In recent years, robot-assisted training (RAT) has been widely used in the rehabilitation of CF, its intervention effect is still controversial. Therefore, this study was aimed at reporting the latest meta-analysis (MA) and evidence updates to compare the effects of RAT with traditional training (TT) on CF in post-stroke (PS) patients.

Databases (PubMed, Embase, Cochrane Library and Web of Science) were retrieved to include randomized controlled trial articles that met the criteria. The intervention group used RAT, and the control group used TT. Outcome measures mainly included the Montreal Cognitive Assessment score (MoCA), and so on. Study screening, quality assessment, and data extraction were done separately by two investigators. The stability of results and potential sources of heterogeneity were explored by sensitivity and subgroup analyses. Data were pooled by RevMan 5.4 and STATA 15.0.

A total of 13 studies with 488 patients were included. The MA results showed that in PS patients, RAT significantly improved the MoCA score [SMD = 0.43, 95% CI (0.04–0.81), p = 0.03]. The sensitivity analysis showed significant instability in the changes in MoCA score and change in Frontal Assessment Battery (FAB) score. Therefore, the effect of RAT on CF in PS patients should be interpreted with caution.

RAT improved CF in PS patients to some extent. However, evidence for this conclusion was of low quality. Therefore, further studies are still required for confirmation.

https://www.crd.york.ac.uk/PROSPERO, identifier (CRD42024568846).

## Linked entities

- **Diseases:** stroke (MONDO:0005098)

## Full-text entities

- **Diseases:** CF (MESH:D003072), PS (MESH:D020521)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

56 references — full list in the complete paper: https://tomesphere.com/paper/PMC12992045/full.md

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Source: https://tomesphere.com/paper/PMC12992045