Week 4 (Jason Chang)
The more
time I spend in the Neuroscience ICU, the more I realize how much
round-the-clock work is required by the care nurses and physicians. Despite
some patients being in vegetation states with no realistic hope of restoring
life-sustaining functions, clinicians continue to monitor vital signs and
perform neurocognitive assessments until the patient is declared brain-dead. I
also learned that a new neurocritical care fellow and group of residents, most
of whom are in emergency medicine or anesthesiology, will rotate through the
Neuroscience ICU every week. Surprisingly, I have noticed that while each
fellow typically follows a similar systematic approach, the efficiency and
pacing during rounds is predominantly determined by how clearly the fellow
structures the agenda and has the residents present their information.
On
Wednesday, I expressed to Dr. Mangat my concern that the high-level programming
and signals processing required for my project was preventing me from making
any significant progress towards developing an automated artifact removal
method in MATLAB. We decided to use an individual component analysis (ICA)
script developed by Dr. Forgács’ lab to analyze EEG signals in each of the
electrode channels. Using ICA, EEG signals are decomposed into additive,
independent subcomponents to isolate artifacts and cognitive processes present
in the data. However, ICA must be applied to all the channels and cannot be performed
selectively, or else signal differences can be introduced into the data. This
is potentially problematic since I am focusing on the frontal channels, which
typically contain ocular artifacts (e.g. blinking and eye rolling), and
different types of artifacts, such as muscle and cardiac activity, can be found
in other areas of the brain.
I am having
some difficulties running the ICA script on the pre-selected EEG data files,
but I hope to have results later today or by early next week at the latest to
present to Dr. Mangat. Next week, I also hope to start observing orthopaedic trauma
surgeries at WCMC.
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