A5000050333- Hemodynamic Monitoring and Therapy
- Non-Invasive Vital Sign Monitoring
- Airway Management and Intubation Techniques
- Cardiac, Anesthesia and Surgical Outcomes
- Atrial Fibrillation Management and Outcomes
- EEG and Brain-Computer Interfaces
- Tracheal and airway disorders
- Congenital Diaphragmatic Hernia Studies
- Phonocardiography and Auscultation Techniques
- Blood Pressure and Hypertension Studies
Weatherford College
2020
Soonchunhyang University
2019-2020
Arterial hypotension during the early phase of anesthesia can lead to adverse outcomes such as a prolonged postoperative stay or even death. Predicting induction is complicated by its diverse causes. We investigated feasibility developing machine-learning model predict postinduction hypotension. Naïve Bayes, logistic regression, random forest, and artificial neural network models were trained hypotension, occurring between tracheal intubation incision, using data for period from start...
Hypotensive events in the initial stage of anesthesia can cause serious complications patients after surgery, which could be fatal. In this study, we intended to predict hypotension tracheal intubation using machine learning and deep techniques one minute advance. Meta models, such as random forest, extreme gradient boosting (Xgboost), especially convolutional neural network (CNN) model (DNN), were trained occurring between incision, data from four minutes before intubation. Vital records...
Anesthesia induction is associated with frequent blood pressure fluctuation such as hypotension and hypertension. If it possible to precisely predict a few minutes ahead, anesthesiologists can proactively give anesthetic management before patients develop hemodynamic problem. The objective of this study real-time model for predicting 3-min-ahead from the start anesthesia surgical incision. We used only vital signs anesthesia-related data obtained during anesthesia-induction phase designed...
Tachycardia is defined as a heart rate greater than 100 bpm for more 1 min. often occurs after endotracheal intubation and can cause serious complication in patients with cardiovascular disease. The ability to predict post-intubation tachycardia would help clinicians by notifying potential event pre-treat. In this paper, we the tachycardia. Given electronic medical record vital signs collected before tracheal intubation, whether will occur within 10 Of 1931 available patient datasets, 257...
Abstract Rationale: One-lung ventilation (OLV) is essential for adequate visualization and exposure of the surgical site via a videoscopic approach. Although many instruments facilitating OLV are available, choice limited in pediatric patients. Patient concerns: A 4-year-old female (weight: 18.6 kg, height: 100 cm) was admitted our outpatient clinic because recurrent hemoptysis, 2 weeks duration. She had no medical or history. Diagnosis: Contrast-enhanced computed tomography (CT) revealed...