Projects
Selected research projects.
Ongoing work that combines methods development, health data, implementation questions, and practical decision tools.
Explainable AI
SHAP-Guided Hotspot Augmentation
A targeted augmentation framework for rare-event prediction that uses explainability and local model behavior to focus synthetic data generation where it is most useful.
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Implementation Science · Oncology
Improving Genomic Testing in Cancer Care
Quantitative evaluation of genomic testing completion, workflow gaps, and implementation strategies across multiple cancer types.
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Population Health · Spatial Methods
Geographic Prioritization for Depression Intervention
A spatial framework for identifying areas where intervention resources may have the greatest reach using demographic, rurality, and symptom-burden estimates.
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