AIMC Topic: Cannula

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Machine learning models compared with current clinical indices to predict the outcome of high flow nasal cannula therapy in acute hypoxemic respiratory failure.

Critical care (London, England) Mar 7, 2025
BACKGROUND: Early identification of patients with acute hypoxemic respiratory failure (AHRF) who are at risk of failing high-flow nasal cannula (HFNC) therapy could facilitate closer monitoring, and timely adjustment/escalation of treatment. We aimed...
Aged Male Middle Aged Intensive Care Units Female Hypoxia Oxygen Inhalation Therapy Cannula ROC Curve Respiratory Insufficiency Humans Brazil Machine Learning
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A deep learning-driven method for safe and effective ERCP cannulation.

International journal of computer assisted radiology and surgery Feb 7, 2025
PURPOSE: In recent years, the detection of the duodenal papilla and surgical cannula has become a critical task in computer-assisted endoscopic retrograde cholangiopancreatography (ERCP) cannulation operations. The complex surgical anatomy, coupled w...
Catheterization Ampulla of Vater Deep Learning Humans User-Computer Interface Cholangiopancreatography, Endoscopic Retrograde Cannula
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Exploring Heterogeneity in the Cost-Effectiveness of High-Flow Nasal Cannula Therapy in Acutely Ill Children-Insights From the Step-Up First-line Support for Assistance in Breathing in Children Trial Using a Machine Learning Method.

Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research Sep 28, 2024
OBJECTIVES: To investigate heterogeneity in the cost-effectiveness of high-flow nasal cannula (HFNC) therapy compared with continuous positive airway pressure (CPAP) for acutely ill children requiring noninvasive respiratory support.
Randomized Controlled Trials as Topic Acute Disease Cost-Benefit Analysis Intensive Care Units, Pediatric Multicenter Studies as Topic Oxygen Inhalation Therapy Continuous Positive Airway Pressure Equivalence Trials as Topic Quality-Adjusted Life Years United Kingdom Male Infant Child, Preschool Child Adolescent Machine Learning Female Infant, Newborn Humans Cannula
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Exploring Heterogeneity in Cost-Effectiveness Using Machine Learning Methods: A Case Study Using the FIRST-ABC Trial.

Medical care Jun 7, 2024
OBJECTIVE: The aim of this study was to explore heterogeneity in the cost-effectiveness of high-flow nasal cannula (HFNC) therapy compared with continuous positive airway pressure (CPAP) in children following extubation.
Machine Learning Female Humans Cannula Cost-Benefit Analysis Quality-Adjusted Life Years Oxygen Inhalation Therapy Male Child, Preschool Continuous Positive Airway Pressure United Kingdom Infant Child Intensive Care Units, Pediatric
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Optimal machine learning methods for prediction of high-flow nasal cannula outcomes using image features from electrical impedance tomography.

Computer methods and programs in biomedicine May 16, 2023
BACKGROUND: High-flow nasal cannula (HNFC) is able to provide ventilation support for patients with hypoxic respiratory failure. Early prediction of HFNC outcome is warranted, since failure of HFNC might delay intubation and increase mortality rate. ...
Tomography Cannula Machine Learning Bayes Theorem Electric Impedance Humans
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A Continuum Robotic Cannula With Tip Following Capability and Distal Dexterity for Intracerebral Hemorrhage Evacuation.

IEEE transactions on bio-medical engineering Aug 19, 2022
OBJECTIVE: This paper aims to investigate a new continuum robot design and its motion implementation methods appropriate for a minimally invasive intracerebral hemorrhage (ICH) evacuation.
Robotics Equipment Design Robotic Surgical Procedures Cannula Humans Cerebral Hemorrhage
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3D computational cannula fluorescence microscopy enabled by artificial neural networks.

Optics express Oct 26, 2020
Computational cannula microscopy (CCM) is a high-resolution widefield fluorescence imaging approach deep inside tissue, which is minimally invasive. Rather than using conventional lenses, a surgical cannula acts as a lightpipe for both excitation and...
Microspheres Catheters, Indwelling Neuroimaging Equipment Design Phantoms, Imaging Image Enhancement Animals Cannula Microscopy, Fluorescence Neural Networks, Computer Imaging, Three-Dimensional Neurons Cells, Cultured Mice Hippocampus
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