Keyphrases
Model Validation
100%
Cardiac Surgery
100%
Machine Learning Techniques
100%
Validation Studies
100%
Model-driven Development
100%
Machine Learning Algorithms
100%
Delirium
100%
Surgery Model
100%
Agitated Delirium
100%
Class Imbalance
33%
Patients at Risk
22%
Artificial Neural Network
22%
Area under the Curve
22%
Bayesian Network
22%
Training Data
22%
Postoperative Delirium
22%
Logistic Regression
11%
Negative Effects
11%
Clinical Datasets
11%
Cognitive Impairment
11%
Patient Outcomes
11%
Poor Outcome
11%
Positive Predictive Value
11%
Single Center
11%
Preventive Intervention
11%
Cost Reduction
11%
Pathophysiology
11%
Major Adverse Events
11%
Negative Consequences
11%
Mental Disorders
11%
Precision-recall
11%
F1 Score
11%
Support Vector Machine
11%
Preventive Measures
11%
Nursing Homes
11%
Timely Initiation
11%
Random Tree
11%
Algorithm Performance
11%
Performance Prediction
11%
Cardiac Surgical Patients
11%
Support Vector Machine Algorithm
11%
Random Undersampling
11%
Network Support
11%
Random Decision Trees
11%
Nave Bayesian
11%
Hidden Patterns
11%
Machine Learning Prediction
11%
Complication Prevention
11%
Cost Outcomes
11%
Machine Learning Model Performance
11%
Computer Science
Machine Learning
100%
Machine Learning Algorithm
100%
Model Development
100%
Class Imbalance
60%
Artificial Neural Network
40%
Bayesian Belief Network
40%
Training Dataset
40%
Random Decision Forest
20%
Logistic Regression
20%
Decision Trees
20%
Negative Consequence
20%
Preventive Measure
20%
Algorithm Performance
20%
Support Vector Machine
20%
Network Support
20%
Preventive Intervention
20%
Negative Effect
20%
Prediction Performance
20%
Predictive Model
20%
Support Vector Machine
20%
Performance Model
20%
Nursing and Health Professions
Heart Surgery
100%
Delirium
100%
Area under the Curve
20%
Support Vector Machine
20%
Artificial Neural Network
20%
Postoperative Delirium
20%
Logistic Regression Analysis
10%
Adverse Event
10%
Treatment Outcome
10%
Cognitive Defect
10%
Nursing Home
10%
Predictive Value
10%
Pathophysiology
10%
Random Forest
10%
Decision Trees
10%
Medicine and Dentistry
Heart Surgery
100%
Delirium
100%
Health Care Cost
20%
Postoperative Delirium
20%
Adverse Event
10%
Logistic Regression Analysis
10%
Apoplexy
10%
Cognitive Defect
10%
Pathophysiology
10%
Nursing Home
10%
Pharmacology, Toxicology and Pharmaceutical Science
Delirium
100%
Postoperative Delirium
20%
Adverse Event
10%
Pathophysiology
10%
Tree
10%
Cognitive Defect
10%