Marion Erwin Dien

Multiclass Outcome Analysis of Tuberculosis Clinical Care Pathways Using National Healthcare Claims Data and Machine Learning

Healthcare insurance claims data can be utilized to analyze service outcomes at the population level; however, their use in predictive modeling still faces challenges related to extreme class imbalance and potential data leakage. This study develops a leakage-aware machine learning pipeline for multiclass classificatio...