Publications & Research
Research contributions, publications, and presentations from the UniBio Intelligence team, advancing AI-driven approaches in biologics discovery and computational biology.
Journal Articles & Papers
The Ginkgo Datapoints Antibody Developability (AbDev) Competition was a blinded benchmark for developability prediction characterized entirely on a single, industrial-scale experimental platform. It involved benchmarking of predictors across five biophysical properties – hydrophobicity, thermostability, self-association, expression titer, and polyreactivity – using a public training set of 246 clinical antibodies and a blinded, held-out test set of 80 antibodies. UniBio Intelligence contributed baseline methods, participated in the competition and posthoc analysis of submissions.
JAX Animal Behavior System (JABS), a genetics-informed, end-to-end advanced behavioral phenotyping platform for the laboratory mouse. This system enables comprehensive behavioral analysis with genetic context integration.
Posters & Presentations
Poster presentation and slides showcasing our AI-driven approach to benchmarking and evaluation platforms.