Efficient and Robust Semi-supervised Estimation of Average Treatment Effect with Partially Annotated Treatment and Response

Keyphrases

• Average Treatment Effect 100%
• Semi-supervised Estimation 100%
• Multiple Machine Learning 100%
• Electronic Health Records 50%
• Simulation Study 25%
• Treatment Response 25%
• Targeted Therapy 25%
• Chemotherapy 25%
• Machine Learning Techniques 25%
• Metastatic Colorectal Cancer (mCRC) 25%
• Treatment Effect 25%
• Potential Confounders 25%
• Regression Model 25%
• Clinical Variables 25%
• B-spline 25%
• Propensity Score 25%
• Treatment Information 25%
• Semiparametric Efficiency 25%
• Sparsity Model 25%
• Effect Assessment 25%
• Treatment Effect Estimation 25%
• Smooth Model 25%
• Manual Chart Review 25%
• Doubly Robust Estimation 25%
• Outcome Regression 25%
• Machine Learning Estimator 25%
• Diagnosis Codes 25%
• Adaptive Sparsity 25%
• Gold Standard Labels 25%
• Average Treatment Effect Estimation 25%
• Efficient Influence Function 25%

Mathematics

• Treatment Effect 100%
• Simulation Study 20%
• Confounders 20%
• Parametric 20%
• B-Spline 20%
• Superiority 20%
• Outcome Variable 20%
• Regression Model 20%
• Influence Function 20%
• Robust Test 20%
• Gold Standard 20%

Medicine and Dentistry

• Treatment Effect 100%
• Electronic Health Record 40%
• Targeted Therapy 20%
• Metastatic Colorectal Cancer 20%
• Diagnosis Code 20%
• Chemotherapy 20%