AIMC Topic: Predictive Value of Tests

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Predictive Modeling to Identify Children With Complex Health Needs At Risk for Hospitalization.

Hospital pediatrics May 1, 2023
BACKGROUND: Identifying children at high risk with complex health needs (CCHN) who have intersecting medical and social needs is challenging. This study's objectives were to (1) develop and evaluate an electronic health record (EHR)-based clinical pr...
Machine Learning Retrospective Studies Humans Child Predictive Value of Tests Electronic Health Records Hospitalization
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Introducing machine learning-based prediction models in the perioperative setting.

The British journal of surgery Apr 12, 2023
Humans Machine Learning Predictive Value of Tests
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Use of artificial intelligence for cancer clinical trial enrollment: a systematic review and meta-analysis.

Journal of the National Cancer Institute Apr 11, 2023
BACKGROUND: The aim of this study is to provide a comprehensive understanding of the current landscape of artificial intelligence (AI) for cancer clinical trial enrollment and its predictive accuracy in identifying eligible patients for inclusion in ...
ROC Curve Sensitivity and Specificity Predictive Value of Tests Humans Neoplasms Artificial Intelligence
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Deep Learning Analysis of Electrocardiograms and the Impact on Echocardiogram and Cardiac Magnetic Resonance Services.

JACC. Cardiovascular imaging Apr 1, 2023
Humans Deep Learning Predictive Value of Tests Magnetic Resonance Spectroscopy Electrocardiography Magnetic Resonance Imaging
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Deep Learning Models for Severity Prediction of Acute Pancreatitis in the Early Phase From Abdominal Nonenhanced Computed Tomography Images.

Pancreas Jan 1, 2023
OBJECTIVES: To develop and validate deep learning (DL) models for predicting the severity of acute pancreatitis (AP) by using abdominal nonenhanced computed tomography (CT) images.
Tomography Tomography, X-Ray Computed Severity of Illness Index Acute Disease Deep Learning Humans Pancreatitis Predictive Value of Tests Retrospective Studies
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Will we soon be replaced by artificial intelligence?

Journal of cardiovascular computed tomography Jan 1, 2023
Artificial Intelligence Predictive Value of Tests Humans
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A Self-Interpretable Deep Learning Model for Seizure Prediction Using a Multi-Scale Prototypical Part Network.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society Jan 1, 2023
The epileptic seizure prediction (ESP) method aims to timely forecast the occurrence of seizures, which is crucial to improving patients' quality of life. Many deep learning-based methods have been developed to tackle this issue and achieve significa...
Dogs Humans Predictive Value of Tests Algorithms Quality of Life Epilepsy Computer Simulation Electroencephalography Deep Learning Seizures Sensitivity and Specificity Animals
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Comparative Analysis Between Machine Learning Algorithms and Conventional Regression in Predicting the Prognosis of Patients with Basilar Invagination: A Retrospective Cohort Study.

Turkish neurosurgery Jan 1, 2023
AIM: To identify predictors of basilar invagination (BI) prognosis and compare diagnostic properties between logistic modeling and machine learning methods.
Prognosis Retrospective Studies Predictive Value of Tests Humans Machine Learning Algorithms
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Personalized Surgical Transfusion Risk Prediction Using Machine Learning to Guide Preoperative Type and Screen Orders.

Anesthesiology Jul 1, 2022
BACKGROUND: Accurate estimation of surgical transfusion risk is essential for efficient allocation of blood bank resources and for other aspects of anesthetic planning. This study hypothesized that a machine learning model incorporating both surgery-...
Humans Retrospective Studies Risk Factors Blood Transfusion Predictive Value of Tests Machine Learning
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Parkland Trauma Index of Mortality: Real-Time Predictive Model for Trauma Patients.

Journal of orthopaedic trauma Jun 1, 2022
OBJECTIVE: Vital signs and laboratory values are used to guide decisions to use damage control techniques in lieu of early definitive fracture fixation. Previous models attempted to predict mortality risk but have limited utility. There is a need for...
ROC Curve Retrospective Studies Humans Hospitalization Predictive Value of Tests Machine Learning
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