Low-value care and excess out-of-pocket expenditure among older adults with incident cancer – A machine learning approach

Keyphrases

• Older Adults 100%
• Machine Learning Approach 100%
• Out-of-pocket Expenditure 100%
• Incident Cancer 100%
• Low-value Care 100%
• Colorectal Cancer 30%
• Value-based Care 30%
• Breast 20%
• Prostate 20%
• Non-Hodgkin Lymphoma 20%
• ICD-9 10%
• Machine Learning Algorithms 10%
• Adult Age 10%
• Policy Statements 10%
• Retrospective Cohort Study 10%
• Healthcare Settings 10%
• Health Departments 10%
• Cancer Diagnosis 10%
• Medicaid 10%
• Chronic Conditions 10%
• Payment System 10%
• Medicare 10%
• Medicare Claims 10%
• Cohort Design 10%
• Medicare Reimbursement 10%
• All Cancer 10%
• Alternative Payment Models 10%
• Health Claims 10%
• Cancer Population 10%
• Traditional Medicare 10%
• ICD-10 10%
• Low-value Service 10%
• HCPCS 10%
• XGBoost 10%

Medicine and Dentistry

• Malignant Neoplasm 100%
• Medicare 100%
• Colorectal Carcinoma 100%
• Non-Hodgkin Lymphoma 66%
• Retrospective Cohort Study 33%
• Cancer Diagnosis 33%
• Healthcare Common Procedure Coding System 33%