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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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Types of Muscles Artifacts

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Dr. Rishabh Pathak

Muscle artifacts in EEG recordings can manifest in various forms and originate from different muscle groups or sources. 

1.     Surface Electromyography (EMG) Artifact:

o    Description: EMG artifacts result from electrical activity in muscles near the recording electrodes.

o    Characteristics:

§  High Amplitude: EMG artifacts often have higher amplitudes compared to brain-generated signals.

§  Frequency: Typically exhibit higher frequencies, especially during muscle contractions.

§  Localization: Can occur in regions with underlying muscles, such as the frontalis and masseter muscles.

2.   Glossokinetic Artifact:

o    Description: Artifact related to movements of the tongue muscles.

o    Characteristics:

§  Location: Typically affects electrodes near the mouth or tongue region.

§  Amplitude: May vary depending on the intensity of tongue movements.

3.   Photomyogenic Artifact:

o    Description: Artifact caused by light-induced muscle contractions, often seen in response to flashing lights during photic stimulation.

o    Characteristics:

§  Triggered Response: Occurs in response to specific visual stimuli.

§  Frequency: Can exhibit rhythmicity based on the frequency of the light stimulation.

4.   Photomyoclonic Artifact:

o    Description: Artifact resulting from light-induced muscle jerks or twitches.

o    Characteristics:

§  Sudden Movements: Manifests as abrupt muscle contractions in response to light stimuli.

§  Intermittent: Typically seen during or after exposure to specific light patterns.

Understanding the different types of muscle artifacts and their characteristics is essential for EEG interpretation and artifact identification. Proper recognition and differentiation of muscle artifacts from genuine brain activity help ensure accurate clinical assessments and diagnoses based on EEG recordings.

 

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