New tools are required to handle the glut of science generated by researchers every year and facilitate archiving this information without losing it to time and circumstance.

I've been developing semantic models that, although demonstrated on textual systems, are generalizable to features other automated systems might utilize such as instrumental and visual data.

Correlating organic speciation and concentration with mineral and alteration data.

Collated more than 300 papers semi-manually, and more than 11,000 titles+abstracts with automated natural language processing and in-house techniques.

Traditional mass transport combines with diffusiophoretic, colloidal, and redox phenomena at the laminar boundary to produce more complex systems than I originally expected.

The material itself has applications in Material Science, sensors, and and catalysis, while the phenomena that drive the material properties have applications in Geochemistry, Biogeochemistry, industrial design, and Astrobiology.

Scale dependencies are a well-known phenomenon in physical systems, and can drive simple systems into chaotic, non-deterministic behavior.

I've used microfluidic mineral precipitation as a model to better understand how to place boundaries on the expectation for reaction outcomes and local chemophysical environment.