Dissertation

Enabling Automated, Conversational Health Coaching with Human-Centered Artificial Intelligence

Supplementary Materials

• Full Text on the Columbia Academic Commons
• AMIA Doctoral Dissertation Award (winner of the 2022 Honorable Mention)
• Download References
• Dataset on Github

Selected Publications

Aim 1

• Mitchell EG, Heitkemper E, Burgermaster M, Levine M, Miao Y, Hwang M, Desai P, Cassells A, Tobin J, Tabak EG, Smaldone AM, Albers DJ, and Mamykina L. From Reflection to Action: Combining Machine Learning with Expert Knowledge for Nutrition Goal Recommendations. CHI 2021: Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems. doi:10.1145/3411764.3445555
• Mitchell EG, Tabak E, Levine M, Mamykina L, Albers D. Enabling Personalized Decision Support with Patient-Generated Data and Attributable Components. Journal of biomedical informatics. (2021) 103639. doi:10.1016/j.jbi.2020.103639

Aim 2

• Mitchell EG, Maimone R, Tobin, JN, Cassells A, Davidson P, Smaldone AM, Mamykina L. Automated vs. Human Health Coaching: Exploring participant and practitioner experiences. Proceedings of the ACM on Human-Computer Interaction (CSCW) 2021 doi:10.1145/3449173

Aim 3

• Mitchell EG, Elhadad N, Mamykina L. Examining AI Methods for Micro-Coaching Dialogs. CHI 2022: Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems. April 2022. doi:10.1145/3491102.3501886