Sedation Level on Machine Learning With Electroencephalogram in Painless Gastroenteroscopy Patients
Sedation Level Estimation Based on Machine Learning of Quantitative Occipital Electroencephalogram Features in Gastroenteroscopy Patients
1 other identifier
observational
50
1 country
1
Brief Summary
Painless endoscopy technology can make patients comfortable under anesthesia, but because of the painless inside.The diagnosis and treatment time of endoscopic examination is short, and the transport is fast. Anesthesia related wind such as deep breathing depression and hypoxemia will occurRisks.Eeg depth monitoring can assist anesthesiologists to evaluate the depth of anesthesia and reduce the risk. Artificial intelligence is adopted.There are few reports on the evaluation of anesthesia depth and drug dosage by electroencephalogram (EEG) monitoring in outpatient patients with painless gastroenteroscopy.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for all trials
Started Sep 2022
Shorter than P25 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
August 24, 2022
CompletedStudy Start
First participant enrolled
September 15, 2022
CompletedFirst Posted
Study publicly available on registry
September 19, 2022
CompletedPrimary Completion
Last participant's last visit for primary outcome
November 30, 2022
CompletedStudy Completion
Last participant's last visit for all outcomes
December 31, 2022
CompletedSeptember 21, 2022
September 1, 2022
3 months
August 24, 2022
September 18, 2022
Conditions
Keywords
Outcome Measures
Primary Outcomes (2)
Electroencephalogram features
Time feature;frequency feature;Entropy
during gastroenteroscopy procedure
Propofol dosage
from awake to sedation in painless gastroenteroscopy
during gastroenteroscopy procedure
Secondary Outcomes (8)
physiological parameter(blood pressure )
during gastroenteroscopy procedure
physiological parameter(heart rate )
during gastroenteroscopy procedure
physiological parameter(oxygen saturation )
during gastroenteroscopy procedure
time parameter (Arousal times)
during endoscopy
success rate of once endoscopy
during endoscopy
- +3 more secondary outcomes
Study Arms (1)
The propofol group
Patients undergoing painless gastroenteroscopy under general anesthesia
Interventions
And pump propofol at a rate of 600ml/h. The degree of sedation was assessed by the MOAA/S scale until the depth sadation of the patient during the monitor of EEG
And pump propofol at a rate of 600ml/h. The degree of sedation was assessed by the MOAA/S scale until the depth sadation of the patient during the monitor of EEG
Eligibility Criteria
Patients who were eligible for this study were monitored by EEG, and propol was pumped at a rate of 600ml/h,MOAA/S was used to evaluate the depth of anesthesia. EEG was labeled, and the amount of propofol was recorded.The MATLAB software was used to analyze the EEG features, establish the classifier and establish the painless gastroenteroscopy of propofol induction dosage prediction model.
You may qualify if:
- Painless gastroenteroscopy patients
- ASA classification is Ⅰ-Ⅱ
- Patients who are willing to cooperate
- No schizophrenia,epilepsy and other neurological diseases
You may not qualify if:
- allergic to propofol
- Patients who are unwilling to cooperate
- Patients with psychiatric disorders
- Patients using sedative drugs for a long time
- Patients with neuropsychiatric disorders
- Patients with severe heart, liver, kidney and respiratory diseases
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Ningxia Medical University Cardiovascular and Cerebrovascular Disease Hospital
Yinchuan, The Ningxia Hui Autonomous Region, 750021, China
Biospecimen
Eeg characteristics at waking time, EEG characteristics at sedation time, induced dose of propofol, and each additional dose of propofol
MeSH Terms
Conditions
Interventions
Condition Hierarchy (Ancestors)
Intervention Hierarchy (Ancestors)
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
August 24, 2022
First Posted
September 19, 2022
Study Start
September 15, 2022
Primary Completion
November 30, 2022
Study Completion
December 31, 2022
Last Updated
September 21, 2022
Record last verified: 2022-09