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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...

Fourteen and Six Per Second Positive Bursts (Ctenoids) compared to phantom spikes and waves


Fourteen and Six Per Second Positive Bursts (Ctenoids) can be differentiated from Phantom Spikes and Waves based on the following characteristics:


1.     Frequency and Morphology:

o Ctenoids exhibit rhythmic activity at frequencies ranging from 6 to 14 Hz, with bursts lasting for about 1 second and typically showing an arciform appearance.

o Phantom Spikes and Waves, on the other hand, are characterized by a diphasic morphology with low-amplitude spikes occurring bisynchronously at 6 Hz, particularly in children during drowsiness.

2.   Distribution:

o Ctenoids have a broad and uniformly distributed field across the scalp, often involving regions like the occipital and parietal areas.

o Phantom Spikes and Waves typically have a maximal distribution along the midline, while Ctenoids are more lateralized in their distribution.

3.   Duration:

o Ctenoids bursts usually last for about 1 second, rarely exceeding 2 seconds in duration.

o  Phantom Spikes and Waves also have durations typically less than 2 seconds, similar to Ctenoids, but may vary in their temporal characteristics.

4.   Clinical Implications:

o  Ctenoids are considered benign epileptiform variants and are often observed in children during drowsiness, with a prevalence that varies depending on age and EEG montage.

o Phantom Spikes and Waves are also associated with childhood EEG patterns during drowsiness but are characterized by their diphasic morphology and midline distribution, distinguishing them from the lateralized Ctenoids.

5.    Electrode Configuration:

o  Ctenoids are best recorded with long interelectrode distances to capture their broad field distribution accurately, while short interelectrode distances may result in lower amplitude recordings.

oPhantom Spikes and Waves may exhibit different characteristics based on electrode montages and configurations, with a focus on the midline distribution and diphasic morphology.

Understanding these distinctions between Fourteen and Six Per Second Positive Bursts (Ctenoids) and Phantom Spikes and Waves is crucial for accurate EEG interpretation and differentiation between benign epileptiform variants and other EEG patterns observed in clinical practice.

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