2019 · Healthcare

Unplanned ICU Transfer Prediction

Predicted risk of unplanned ICU transfers from clinical data using association rule mining and Gurobi optimization modeling, an early foray into healthcare AI before it became my career.

Association RulesGurobiOptimizationHealthcare

Context

An early healthcare AI project, before that became my career at PointClickCare. Predict unplanned ICU transfers from clinical signals.

Approach

Association rule mining for interpretable patterns, Gurobi optimization for constraint-heavy scenarios. The goal was risk stratification clinicians could reason about, not a black box score alone.

Availability

Report available on request; LinkedIn is the best way to reach me.