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Robotics in Neurorehabilitation: Beyond the Hype—Understanding What It Can (and Cannot) Do

Dr. Rishabh Pathak
Over the past decade, robotic neurorehabilitation has become one of the most discussed innovations in neurological recovery. Robotic gait trainers, upper-limb rehabilitation systems, exoskeletons, and AI-assisted rehabilitation devices are increasingly being adopted by hospitals and rehabilitation centres worldwide. However, an important question remains: Are robots the future of neurorehabilitation—or are they simply another tool in the rehabilitation toolbox? As clinicians and researchers, we must move beyond marketing claims and focus on scientific evidence, patient selection, and clinical reasoning. What is Robotic Neurorehabilitation? Robotic neurorehabilitation involves the use of electromechanical devices that assist, guide, resist, or augment movement during therapy. These technologies include: • Robotic gait trainers • Wearable exoskeletons • Upper limb robotic rehabilitation devices • End-effector robotic systems • Sensor-based rehabilitation platforms • AI-assiste...
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Cooccurring waves in Breach effects

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Dr. Rishabh Pathak


In the context of breach effects in EEG recordings, several co-occurring waves and patterns may be observed.


1.      Focal Slowing:

o Focal slowing may co-localize with breach effect rhythms, especially when the underlying tissue near the skull defect is abnormal.

o Trauma-induced or surgically produced skull defects may exhibit higher amplitude slowing with a sharp contour within the breach effect region, indicating potential cerebral injury or dysfunction.

2.     Paroxysmal Fast Activity (PFA):

o Paroxysmal fast activity (PFA) may be present alongside breach effects, characterized by bursts of fast activity interspersed with normal rhythms.

o PFA can co-localize with independent focal slowing, suggesting underlying abnormalities or dysfunction in the cerebral tissue near the skull defect.

3.     Epileptiform Discharges:

o  Epileptiform discharges (IEDs) may occur within a region affected by breach effects, potentially related to the cause of the skull defect.

o  Normal brain activity may exhibit spike-like, epileptiform appearances within breach effect regions, requiring careful analysis to differentiate between epileptic spikes and normal rhythms.

4.    Eye Movement Artifact Reduction:

o  In cases where the skull defect is within the frontal bone, the breach effect may reduce ipsilateral eye movement artifact by shunting the eye's electrical field through the defect, affecting the distribution of the artifact across the frontal aspect of the head.

5.     Clinical Significance:

o  While breach effects are not indicative of brain abnormalities and are related to bone abnormalities, the presence of abnormal slowing or low amplitude within breach effect regions may signal cerebral pathology.

o Recognizing and documenting breach effects is crucial for accurate EEG interpretation, as they can prevent misidentification of activity as abnormal by future readers of the EEG.

By understanding the co-occurring waves and patterns associated with breach effects in EEG recordings, clinicians can better interpret and differentiate between postoperative changes near skull defects, abnormal brain activity, and artifacts. Identifying these co-occurring features is essential for accurate diagnosis and management of patients undergoing EEG evaluations in the presence of skull defects or surgical interventions.

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