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Keyphrases
Healthcare Facilities
100%
Length of Hospital Stay
100%
Machine Learning Framework
100%
Time-varying Data
100%
Sequential Machines
100%
Admission Time
100%
Length of Stay Prediction
100%
Intensive Care Unit Stay
100%
Intensive Care Unit
50%
Intensive Care Unit Admission
37%
Managerial Resources
25%
Operational Planning
25%
Relative Improvement
25%
Patient Flow Management
25%
Regression Analysis
12%
Performance Prediction
12%
Prediction Accuracy
12%
F1 Score
12%
Classification Task
12%
Resource Allocation
12%
Length of Stay
12%
Mean Absolute Error
12%
Resource Utilization
12%
Prediction Model
12%
Time Information
12%
Single-stage
12%
Comorbidity
12%
Prediction Approach
12%
Patient Demographics
12%
Patient Admission
12%
Clinical Outcomes
12%
Deep Machine Learning
12%
Actionable Insights
12%
Hospital Systems
12%
Regression Task
12%
ROC-AUC
12%
Classical Machine Learning
12%
Maryland
12%
Sequential Prediction
12%
Prediction Framework
12%
Admissions Data
12%
Resource Planning
12%
Operational Value
12%
XGBoost Classifier
12%
One-stage Model
12%
Admission Diagnosis
12%
Informed Machine Learning
12%
Clinical Decision Support
12%
Operational Decision Support
12%
INIS
data
100%
length
100%
prediction
100%
machine learning
100%
units
100%
hospitals
100%
patients
33%
planning
25%
comparative evaluations
16%
accuracy
16%
performance
16%
classification
16%
resources
16%
resource management
16%
regression analysis
8%
datasets
8%
populations
8%
learning
8%
values
8%
information
8%
sensitivity
8%
errors
8%
specificity
8%
modeling
8%
utilities
8%
allocations
8%
auc
8%
maryland
8%
Nursing and Health Professions
Length of Stay
100%
Intensive Care Unit
100%
Area under the Curve
8%
Clinical Outcome
8%
Patient Population
8%
Regression Analysis
8%
Resources Management
8%
Xgboost
8%
Comorbidity
8%
Resource Allocation
8%
Medicine and Dentistry
Intensive Care Unit
100%
Resources Management
22%
Patient Population
11%
Comorbidity
11%
Xgboost
11%
Regression Analysis
11%
Area under the Curve
11%
Prediction Model
11%