Assessment and risk prediction of frailty using texture-based muscle ultrasound image analysis and machine learning techniques

Keyphrases

• Risk Prediction 100%
• Frailty 100%
• Texture-based 100%
• Ultrasound Image Analysis 100%
• Machine Learning Techniques 100%
• Muscle Ultrasound 100%
• Comorbidity 66%
• Texture Features 66%
• Frailty Phenotype 66%
• Logistic Regression Analysis 33%
• Primary Outcome Measure 33%
• Regression Analysis 33%
• Outcome Prediction 33%
• Feature Extraction 33%
• Statistical Methods 33%
• Thigh 33%
• Ultrasound Scan 33%
• Rectus Femoris 33%
• Vastus Intermedius 33%
• Ultrasound Image 33%
• Texture Analysis 33%
• Area under the Receiver Operating Characteristic (AUROC) 33%
• Machine Learning Approach 33%
• Pre-frail 33%
• Model Evaluation 33%
• Secondary Outcome Measures 33%

Medicine and Dentistry

• Image Analysis 100%
• Frailty 100%
• Ultrasonography of Muscle 100%
• Area under the Curve 60%
• Comorbidity 40%
• Retrospective Study 20%
• Logistic Regression Analysis 20%
• Echography 20%
• Multivariate Logistic Regression Analysis 20%
• Thigh 20%
• Regression Analysis 20%
• Vastus Intermedius Muscle 20%

Nursing and Health Professions

• Image Analysis 100%
• Frailty 100%
• Muscle 100%
• Area under the Curve 60%
• Comorbidity 40%
• Logistic Regression Analysis 20%
• Echography 20%
• Receiver Operating Characteristic 20%
• Multivariate Logistic Regression Analysis 20%
• Albendazole 20%
• Regression Analysis 20%