Anesthesia Clinical Trial
Official title:
Decision Support System for Anesthetists for In-room Monitoring of the Level of Consciousness, Neuro-muscular Blocking and Nociception Employing Data Fusion and Artificial Intelligence
The balanced anesthesia process contains three main parts: the control of hypnosis,
analgesia, and neuromuscular blockade. For the induction phase, the anesthesiologist performs
protocols based on prior planning specific to each patient and usually performs these
controls by monitoring the classic vital signs and other clinical signs for the maintenance
phase.
In a way, this professional is the controller in a control system that acts on the plant (the
patient) through the infusion of hypnotic drugs, analgesics and neuromuscular blockers. In
addition, the anesthesiologist estimates the state of consciousness, the level of analgesia
and the level of neuromuscular blockage through other indirect measures, as well as a state
observer.
There are different techniques for direct monitoring of these three anesthesia variables
(DoA, NMB and NoL), such as BIS and Narcotrend, but all have some disadvantages, especially
when the anesthesia process combines different drugs. This work proposes a new way of
evaluating DoA, NMB and NoL using data fusion techniques to combine classical clinical signs
with advanced EEG monitoring techniques to provide a decision support system for the
anesthesiologist.
The balanced anesthesia process contains three main parts: the control of hypnosis, the
analgesia and neuromuscular blockade. For the induction phase, the anesthesiologist performs
protocols based on prior planning specific to each patient. Normally, the anesthesiologist
controls the process by monitoring the classical vital signs and other clinical most common
signs during the maintenance phase. In a way, this professional is the controller in a
control system that acts on the plant (the patient) through the infusion of hypnotic and
analgesic drugs and neuromuscular blockers.
In addition, the anesthesiologist estimates the the level of consciousness, of nociception
and the level of neuromuscular blockade through these indirect measurements, just as a state
observer in a control system would do.
There are different techniques for the direct monitoring of these three variables of
anesthesia (DoA, NMB and NoL), such as BIS and Narcotrend, but all of them present a few
disadvantages and mis-measurements, especially when the anesthesia process combines different
drugs.
This work proposes a new way of evaluating DoA, NMB and NoL, using techniques to combine
classical clinical signs with advanced EEG monitoring, to provide a decision support system
for the anesthesiologist.
For this, we will perform data acquisition from the equipment usually used in surgical
procedures with general anesthesia, such as ECG, EEG, blood pressure, mechanical ventilation,
among others.
In short, all data of the patient's vital signs during the procedure and the actions taken by
the anesthesiologist and surgeons.
The data will be concentrated on a specific equipment, and will be analyzed together with the
data of other patients to improve the mathematical models involved in the process.
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