Research.

I use computation to investigate clinical problems. In one project, I worked on quality control for wrist X-rays. In the other, I followed a molecular signal in multiple sclerosis toward a possible therapeutic target. Both left me with questions that the analysis alone could not answer.

Medical imaging AI

WriVision: AI Quality Control for Wrist X-rays

I worked on a multi-task DenseNet121 model to check projection, laterality, cast, and hardware in wrist X-rays. The aim was to help technologists catch quality problems before a patient leaves.

6,823 filtered radiographs

4 simultaneous output heads

97.23% projection F1

Open project

Bioinformatics / Neuroimmunology

Targeting USP33 in Multiple Sclerosis

I used gene-expression and pathway analysis to investigate USP33 overexpression in multiple sclerosis, then asked whether reducing its expression with RNAi could be a useful therapeutic direction.