AIMC Topic: Hypotension

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Supervised Machine-Learning Algorithms in Real-time Prediction of Hypotensive Events.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2020
Hypotension is common in critically ill patients. Early prediction of hypotensive events in the Intensive Care Units (ICUs) allows clinicians to pre-emptively treat the patient and avoid possible organ damage. In this study, we investigate the perfor...
Humans Logistic Models Supervised Machine Learning Hypotension Machine Learning Algorithms
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Forecasting a Crisis: Machine-Learning Models Predict Occurrence of Intraoperative Bradycardia Associated With Hypotension.

Anesthesia and analgesia May 1, 2020
BACKGROUND: Predictive analytics systems may improve perioperative care by enhancing preparation for, recognition of, and response to high-risk clinical events. Bradycardia is a fairly common and unpredictable clinical event with many causes; it may ...
Forecasting Retrospective Studies Humans Machine Learning Bradycardia Hypotension Monitoring, Intraoperative Predictive Value of Tests
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Prediction of an Acute Hypotensive Episode During an ICU Hospitalization With a Super Learner Machine-Learning Algorithm.

Anesthesia and analgesia May 1, 2020
BACKGROUND: Acute hypotensive episodes (AHE), defined as a drop in the mean arterial pressure (MAP) <65 mm Hg lasting at least 5 consecutive minutes, are among the most critical events in the intensive care unit (ICU). They are known to be associated...
Humans Hypotension Predictive Value of Tests Acute Disease Hospitalization Intensive Care Units Aged Female Middle Aged Machine Learning Male Cohort Studies Algorithms
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Randomized Clinical Trials of Artificial Intelligence.

JAMA Mar 17, 2020
Artificial Intelligence Machine Learning Humans Hypotension Randomized Controlled Trials as Topic Elective Surgical Procedures
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Effect of a Machine Learning-Derived Early Warning System for Intraoperative Hypotension vs Standard Care on Depth and Duration of Intraoperative Hypotension During Elective Noncardiac Surgery: The HYPE Randomized Clinical Trial.

JAMA Mar 17, 2020
IMPORTANCE: Intraoperative hypotension is associated with increased morbidity and mortality. A machine learning-derived early warning system to predict hypotension shortly before it occurs has been developed and validated.
Elective Surgical Procedures Tertiary Care Centers Hypotension Intraoperative Complications Operative Time Anesthesia, General Time Factors Blood Pressure Determination Machine Learning Female Male Middle Aged Aged Humans
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Supervised Machine-learning Predictive Analytics for Prediction of Postinduction Hypotension.

Anesthesiology Oct 1, 2018
WHAT WE ALREADY KNOW ABOUT THIS TOPIC: WHAT THIS ARTICLE TELLS US THAT IS NEW: BACKGROUND:: Hypotension is a risk factor for adverse perioperative outcomes. Machine-learning methods allow large amounts of data for development of robust predictive ana...
Hypotension Male Anesthesia, General Middle Aged Supervised Machine Learning Aged Postoperative Complications Humans Adult Predictive Value of Tests Female
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Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis.

Anesthesiology Oct 1, 2018
WHAT WE ALREADY KNOW ABOUT THIS TOPIC: WHAT THIS ARTICLE TELLS US THAT IS NEW: BACKGROUND:: With appropriate algorithms, computers can learn to detect patterns and associations in large data sets. The authors' goal was to apply machine learning to ar...
Arterial Pressure Wavelet Analysis Humans Middle Aged Hypotension Female Adult Aged Male Aged, 80 and over Machine Learning Algorithms
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