BUILD HUMAN-CENTERED AI/ML SYSTEMS
HUMAN-CENTERED COMPUTING FOR HEALTH
Selected Projects
Desai, P. M., Mitchell, E. G., Hwang, M., Levine, M., Albers, D., Mamykina, L. “Personal Health Oracle: Explorations of Personalized Predictions in Diabetes Self-Management”. Proceedings of the ACM Conference on Human-Factors in Computing Systems, CHI 2019. [pdf]
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Mitchell EG, Heitkemper EM, Burgermaster M, Levine ME, Miao Y, Hwang M, Desai PM, Cassells A, Tobin JN, Tabak EG, Albers DJ, Smaldone AM, Mamykina L. "From Reflection to Action: Combining Machine Learning with Expert Knowledge for Nutrition Goal Recommendations". CHI Conference on Human Factors in Computing Systems (CHI ’21). [pdf] [video]
DESIGN & DEPLOY INTERACTIVE SYSTEMS FOR HEALTH MANAGEMENT
Selected Projects
Desai, P.M., Harkins, S., Rahman, S., Kumar, S., Hermann, A., Joly, R., Zhang, Y., Pathak, J., Kim, J., D’Angelo, D., Benda, N.C., Reading Turchioe, M.T., (in press) Visualizing Machine Learning-Based Predictions of Postpartum Depression Risk for Lay Audiences. JAMIA.
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Burgermaster M, Desai PM, Heitkemper EM, Juul F, Mitchell EG, Turchioe M, Albers DJ, Levine ME, Larson D, Mamykina L. (2023) Who needs what (features) when? Personalizing engagement with data-driven self-management to improve health equity. Journal of Biomedical Informatics. [link]
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Desai, P.M., Levine, M.E., Albers, D. A., Mamykina, L. “Pictures Worth a Thousand Words: Understanding elements of effective health visualizations for low numeracy patients with Diabetes Mellitus”. Proceedings of the ACM Conference on Human-Factors in Computing Systems, CHI 2018. [pdf]
CENTER JUSTICE & ETHICS IN HEALTH INFORMATICS
Selected Projects
Bear Don’t Walk IV, O.J., Pichon, A., Volpe, S.G., Liu L.G., Desai P.M., Anand T.V., Richter, L.R., Schiffer, K., Diamond, C.J., Massey, B., Bakken, S. (2022) “A Workshop to Build a Research Agenda for Justice Informatics”. American Medical Informatics Association (AMIA) 2022 Annual Symposium. [link]
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Turchioe, M. R., Burgermaster, M., Mitchell, E. G., Desai, P. M., & Mamykina, L. (2020). Adapting the stage-based model of personal informatics for low-resource communities in the context of type 2 diabetes. Journal of Biomedical Informatics, 110, 103572. [pdf]