Research.
Two projects that sit in the space I keep coming back to: using computation to make clinical systems more precise. One looks at radiology workflow quality control; the other follows a molecular signal in multiple sclerosis toward a possible therapeutic direction.
Medical imaging AI
WriVision: AI Quality Control for Wrist X-rays
A multi-task DenseNet121 model designed to detect projection, laterality, cast, and hardware so technologists can catch wrist X-ray 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
A gene-expression and pathway analysis connecting USP33 overexpression to ubiquitin-mediated proteolysis, demyelination, and a proposed RNAi therapeutic strategy.
40 MS samples
USP33 p = 1.49E-08
UMP FDR = 2.61E-06
Open project