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

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...

Blink Artifact

Blink artifacts in EEG recordings are a common type of ocular artifact caused by the rapid movement of the eyes during blinking.

Nature of Blink Artifacts:

o  Blink artifacts are characterized by the rapid movement of the eyes both upward and downward during blinking.

o  The artifact appears as a bifrontal, diphasic, synchronous slow wave with a field limited to the frontal region.

o   The slope and duration of the artifactual wave are related to the rate of eye movement and the duration of the eye closure.

2.     Characteristics:

o The amplitude of the blink artifact decreases quickly with greater distance from the orbits, with the field declining steeply beyond its maximum in the region of the orbits.

o  Despite its high amplitude in the anterior region, the artifact is not present in the central region due to the field distribution.

o  The direction of the artifact's deflection within the EEG depends on the montage used but always indicates a changing electropositive field at the frontal poles.

3.     Differentiation:

o Blink artifacts closely resemble isolated slow waves, and their waveform can be differentiated from other patterns by their characteristics.

o Using both supraorbital and infraorbital electrodes is a definitive means for differentiation of ocular artifacts, including blink artifacts.

o  The presence or absence of eye movements, along with waveform differences, can help in distinguishing blink artifacts from other EEG patterns.

Understanding the nature, characteristics, and differentiation of blink artifacts is essential for EEG interpretation to avoid misinterpretation of these common ocular artifacts as pathological brain activity.

 

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

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