AIMC Topic: Clinical Deterioration

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Scratching the Surface of Clinical Deterioration With Deep Learning.

Critical care medicine Aug 1, 2021
Humans Deep Learning Spinal Cord Clinical Deterioration
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A Simulated Prospective Evaluation of a Deep Learning Model for Real-Time Prediction of Clinical Deterioration Among Ward Patients.

Critical care medicine Aug 1, 2021
OBJECTIVES: The National Early Warning Score, Modified Early Warning Score, and quick Sepsis-related Organ Failure Assessment can predict clinical deterioration. These scores exhibit only moderate performance and are often evaluated using aggregated ...
Humans Retrospective Studies Adult Male Middle Aged Risk Assessment Deep Learning Sepsis Critical Care Organ Dysfunction Scores Pennsylvania Clinical Deterioration
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Detecting Patient Deterioration Using Artificial Intelligence in a Rapid Response System.

Critical care medicine Apr 1, 2020
OBJECTIVES: As the performance of a conventional track and trigger system in a rapid response system has been unsatisfactory, we developed and implemented an artificial intelligence for predicting in-hospital cardiac arrest, denoted the deep learning...
Humans Artificial Intelligence Algorithms Retrospective Studies Critical Illness Female Adult Male Middle Aged Risk Assessment ROC Curve Vital Signs Heart Arrest Clinical Deterioration Hospital Rapid Response Team
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Advancing In-Hospital Clinical Deterioration Prediction Models.

American journal of critical care : an official publication, American Association of Critical-Care Nurses Sep 1, 2018
BACKGROUND: Early warning systems lack robust evidence that they improve patients' outcomes, possibly because of their limitation of predicting binary rather than time-to-event outcomes.
Humans Machine Learning Retrospective Studies Cohort Studies Models, Statistical Critical Care Academic Medical Centers Heart Arrest Clinical Deterioration
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