PTOTSystematic ReviewJournal of neuroengineering and rehabilitation2026

On the correlation between training modalities and recovery stages in poststroke robotic rehabilitation of the upper limb: a systematic review.

Francesca Alvaro, Michele Perrelli, Rocco Adduci and 2 others

PMID 42063147

WHAT IT FOUND

Robotic therapy choices should match the stroke recovery stage.

Assistive modes with electrical stimulation worked best for chronic patients. Active-assistive modes with bio-signal triggers yielded greater gains for subacute patients. Evidence for the acute phase remains too limited to guide practice.

Key findings

01In the chronic phase, assistive modalities combined with electrical stimulation and gravity compensation produced the most significant clinical results.

02During the subacute phase, active-assistive approaches using electrical stimulation or bio-signal triggers led to major improvements, benefiting from higher neuroplasticity.

03The acute phase has too few studies to draw relevant conclusions, though assistive modalities were the most widely employed in the limited available trials.

STILL TO COME

How it was doneWhat they foundWhat it means for PTsWhat it means for OTs

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What it does not show

Many studies reported overall outcomes without isolating the effect of specific training modalities, making it difficult to attribute success to one component. The acute phase was underrepresented, with too few studies to draw clinically relevant conclusions. The review did not account for therapy duration, frequency, or patient impairment severity, which likely influence outcomes. The analysis relies on published trials rather than real-world clinical practice data.

Declared interests

The study was funded by the Italian Ministry of Education, University and Research (Ministero dell’Istruzione, dell’Università e della Ricerca). No other conflicts of interest were declared.

The easy way to misread this

Do not assume that a specific robotic mode causes improvement in isolation. Many effective interventions combined robotic assistance with other therapies like electrical stimulation or botulinum toxin, and the review could not separate the contribution of the robot from these concurrent treatments.

Summarised by AI from the full paper, without a clinician reviewing it. Check it against the source before it changes what you do. Read it on PubMed →