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Charles' research interests cover the interface of biocuration, knowledge graphs, and machine learning with systems biology, networks biology, and drug discovery. He is an advocate of open source software, reproducibility, and open science. His open source projects such as PyBEL and PyKEEN are used by several academic and industrial groups.