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Hip Fracture Patients
100%
1-year Mortality
100%
Mortality in Elderly
100%
Deep Learning Model
100%
Deep Machine Learning
100%
AutoML
100%
Machine Learning Learning
100%
Geriatric Hip Fracture
100%
Large Language Models
75%
Elderly Patients
50%
F1 Score
50%
Prediction Accuracy
50%
Machine Learning Models
50%
Tree-based pipeline Optimization Tool
50%
XGB Algorithm
50%
Israel
25%
Medical Center
25%
SHEBA
25%
Retrospective Cohort Study
25%
Performance Prediction
25%
Demographic Variables
25%
Resource Allocation
25%
Recent Advances
25%
5-fold Cross Validation
25%
False Negative Rate
25%
Healthcare Settings
25%
False Positive Rate
25%
Serum Albumin
25%
Laboratory Parameters
25%
Hip Fracture
25%
All-cause Mortality
25%
Mortality Prediction
25%
Accidental Hypothermia
25%
Mortality Risk
25%
Hip Fracture Surgery
25%
Clinical Variables
25%
Perioperative Care
25%
January 2017
25%
Precision-recall
25%
High Recall
25%
Machine Learning Framework
25%
Class Imbalance
25%
Deep Learning Algorithm
25%
Extreme Gradient Boosting
25%
Synthetic Minority Oversampling Technique (SMOTE)
25%
Shapley Additive Explanations
25%
Model Evaluation
25%
Precision Accuracy
25%
Clinical Implementation
25%
Area under the Receiver Operating Characteristic (AUROC)
25%
Low-precision
25%
Healthcare Resource Allocation
25%
Number of Chronic Diseases
25%
Optimized Model
25%
Machine Learning pipeline
25%
Predictive Healthcare
25%
Language Trees
25%
Multiple Machine Learning
25%
Serum Urea
25%
Permutation Importance
25%
Intelligent Data Analytics
25%
Clinical Risk Prediction Model
25%
XGB Model
25%
Medicine and Dentistry
Hip Fracture
100%
Deep Learning Model
100%
Area under the Curve
75%
Elderly Patient
50%
Retrospective Cohort Study
25%
Chronic Disease
25%
False Positive Result
25%
Serum Albumin
25%
Hypothermia
25%
All Cause Mortality
25%
Perioperative Period
25%
Ureaplasma
25%
Cross-Validation
25%
Prediction Model
25%
Mathematics
Deep Learning Method
100%
Automated Machine Learning
100%
Large Language Model
75%
Permutation
25%
Cross-Validation
25%
Characteristic Curve
25%
Predictive Performance
25%
Performance Model
25%
False Positive Rate
25%
Interpretability
25%
Predictive Accuracy
25%
Predictive Analytics
25%
Oversampling
25%
Nursing and Health Professions
Hip Fracture
100%
Area under the Curve
75%
Elderly Patient
50%
Chronic Disease
25%
Cohort Analysis
25%
False Positive Result
25%
Resource Allocation
25%
Serum Albumin
25%
Perioperative
25%
Hypothermia
25%
Receiver Operating Characteristic
25%
All Cause Mortality
25%
Perioperative Period
25%
Predictive Performance
25%
Urea Blood Level
25%
Biochemistry, Genetics and Molecular Biology
Cohort Study
100%
Serum Albumin
100%
All Cause Mortality
100%
Ureaplasma
100%
Hypothermia
100%
Pharmacology, Toxicology and Pharmaceutical Science
Hip Fracture
100%
Cohort Study
25%
Chronic Disease
25%
Ureaplasma
25%
Serum Albumin
25%
Hypothermia
25%
All Cause Mortality
25%
Cross-Validation
25%