Causal Inference

Causal Mediation Pathways in Continuous Postprandial Glucose Monitoring for Type 1 Diabetes Patients

Autoencoder-based causal mediation methods for understanding how meal carbohydrate intake affects post-meal glucose trajectories through insulin bolusing behavior in Type 1 …

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Spencer Hilligoss

Selective Inference for Time-Varying Causal Effect Moderation via the Ordered Lasso

Developing selective inference procedures for identifying time-varying moderators of causal effects using the ordered lasso, with applications to mobile health.

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Spencer Hilligoss

Time-Varying Effects of Meals and Insulin on Postprandial Glucose Response Using Autoencoder-Based Causal Representations

Presented autoencoder-based causal mediation methods for postprandial glucose response ahead of the ENAR Spring Meeting.

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Spencer Hilligoss

Time-Varying Effects of Meals and Insulin on Postprandial Glucose Response Using Autoencoder-Based Causal Representations

Presented research on autoencoder-based causal mediation methods for analyzing postprandial glucose response in Type 1 Diabetes.

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Spencer Hilligoss