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all right well hey everyone thank you so much for being here today as james said im denying mataxa im a phd candidate in computer science here at stanford and im gonna be presenting some of the work that ive done during my phd studying bias and representation in sociotechnical systems so as an introduction id like to get started by telling you a bit about how i arrived at this topic of study the computer science department at brown university where i earned my undergraduate degrees has a tradition of giving each course a fun theme every year this was generally a really popular move with students and there were pop culture topics like television shows or comics i really enjoyed most of these themes myself but i also found that some of them were a little bit intense so for instance this one that had a james bond theme although honestly thats kind of clever for a security class or this one modeled after star trek or especially this one this was a very intense matrix theme wait it ge