Research

Publications

Turchioe MR, Burgermaster M, Mitchell EG, Desai PM, Mamykina L. Adapting the stage-based model of personal informatics for low-resource communities in the context of type 2 diabetes. Journal of biomedical informatics. 2020 Sep 20:103572. doi:10.1016/j.jbi.2020.103572

Mitchell EG, Tabak E, Levine M, Mamykina L, Albers D. Enabling Personalized Decision Support with Patient-Generated Data and Attributable Components. arXiv preprint. November 2019. arXiv:1911.0985

Desai PM, Mitchell EG, Hwang ML, Levine ME, Albers DJ, Mamykina L. Personal Health Oracle: Explorations of Personalized Predictions in Diabetes Self-Management. Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems

Mitchell EG*, Grossman LV*, Hripcsak G, Weng C, Vawdrey DK. A Method for Harmonization of Clinical Abbreviation and Acronym Sense Inventories. Journal of Biomedical Informatics. 2018. doi:10.1016/j.jbi.2018.11.004

Grossman LV, Feiner SK, Mitchell EG, Creber RM. Leveraging Patient-Reported Outcomes Using Data Visualization. Applied clinical informatics.  2018 Jul;9(03):565-75. doi:10.1055/s-0038-1667041

Presentations and Posters

Chen R, Averitt A, Bear Don't Walk O, Bhave S, Grossman Liu L, Mitchell EG, Rodriguez V, Thangaraj P, Sun T. The CLinically Explainable Actionable Risk (CLEAR) Model. American Medical Informatics Association (AMIA) Annual Symposium. November 2020. Virtual.

Mitchell EG, Mamykina L. Computational Approaches to Support Automated Conversational Health Coaching. International Conference on AI in Medicine – Doctoral Consortium. August 2020, Minneapolis, MN. Virtual. 

Mitchell EG, Burgermaster M, Heitkemper E, Mamykina L. Perceptions of Conversational Voice Assistants Among Diabetes Care and Education Specialists. Association of Diabetes Care and Education Specialists. August 2020. Virtual. (Poster)

Chen R, Rodriguez V, Grossman Liu LV, Mitchell EG, Averitt A, Bear Don't Walk O, Bhave S, Sun T, Thangaraj P, Columbia DBMI CMS AI Challenge Team. Engendering Trust and Usability in Clinical Prediction of Unplanned Admissions: The CLinically Explainable Actionable Risk (CLEAR) Model. Machine Learning for Health (MLHC). August 2020. Virtual. (Poster)

Mitchell EG, Mamykina L. Automated Conversational Health Coaching. Plenary Presentation. National Library of Medicine Informatics Training Conference. June, 2020. Virtual. 

Mitchell EG, Mamykina L. The Coach with the Most: Towards Conversational Health Coaching. CHI 2020 Workshop: Conversational Agents for Health and Wellbeing. April 2020. Virtual. 

Mitchell EG, Maimone R, Mamykina L. Characterizing Human vs. Automated Coaching: Preliminary Results. CHI EA ‘20: Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing Systems. May 2020 (Poster)

Mitchell EG, Mamykina L. T2Coach: A conversational agent health coach for diabetes self-management. Data Science Day 2020: Virtual Preview. March 2020. 

Mitchell EG, Mamykina L. Towards automated conversational health coaching. New York Academy of Sciences (NYAS) Natural Language, Dialog, and Speech (NDS) Symposium, November 2019, New York, NY. (Poster)

Mitchell EG, Burgermaster M, Heitkemper E, Levine M, Miao Y, Tabak E, Albers D, Smaldone A, and Mamykina L. 2019. Feasibility of a machine learning based method to generate personalized nutrition goals for diabetes self-management. AMIA Annual Symposium, November 2019. Washington, DC. (Podium Abstract)

Mitchell EG, Levine M, Mamykina L, Tabak E, and Albers D. Machine learning for personalized decision support with patient-generated health data. AMIA Annual Symposium, November 2019. Washington, DC. (Poster)

Mitchell EG, Burgermaster M, Heitkemper E, Levine M, Miao Y, Desai P, Hwang M, Tabak E, Albers D, Smaldone A, and Mamykina L. 2019. Personalized, data-driven recommendations for diabetes self-management with GlucoGoalie. Workshop on Interactive Systems in Healthcare (WISH) 2019. (Presentation)

Mitchell EG, Heitkemper E, Ensari I, Albers D, Smaldone A, Mamykina L.  Data-Driven Personalization of Nutrition and Physical Activity Goals for Diabetes Self-Management. Columbia University Data Science Institute Data Science Day, April 2018 (Demo)

Mitchell EG, Burgermaster M, Heitkemper E, Reading M, Levine ME, Miao Y, Desai P, Mamykina L. An Intelligent Voice Assistant for Diabetes Self-Management: T2D2 – Taming Type 2 Diabetes, Together. AMIA Annual Symposium 2018 (Presentation)

Mitchell EG, Burgermaster M, Heitkemper E, Mamykina L. Designing Conversational Interfaces for Diabetes Self-Management. American Association of Diabetes Educators, 2018 (Presentation)

Mitchell EG, Opportunities for Conversational Voice Assistants in Chronic Disease Self-Management. National Library of Medicine Informatics Training Conference, 2018 (Presentation)

Mitchell EG, Levine ME, Miao Y, Burgermaster M, Hwang M, Heitkemper E, Smaldone A, Albers DJ, Mamykina L.  Automated Generation of Personalized Nutrition Goals for Diabetes Self-Management with Platano. Columbia University Data Science Institute Data Science Day, 2018 (Demo)

Mitchell EG, Levine ME, Albers DJ, Mamykina L. Reflecting on Diabetes Self-Management Logs with Simulated, Continuous Blood Glucose Curves: A Pilot Study. AMIA 2017. (Poster)

Challenges and Competitions

AMIA Student Design Challenge 2018 (First Place)

Mitchell EG*, Grossman LV.* A Multimodal Conversational Agent to Support Diabetes Self-Management. AMIA Annual Symposium 2018.

AMIA Student Design Challenge 2017 (First Place)

Grossman LV*, Mitchell EG*. Visualizing the Patient-Reported Outcomes Measurement Information System (PROMIS) Measures for Clinicians and Patients. AMIA Annual Symposium, 2017.

Alexa Diabetes Challenge (Top 5 Finalist)

Mitchell EG, Burgermaster M, Heitkemper E, Reading M, Levine ME, Miao Y, Desai P, Mamykina L. Presenting T2D2: Taming Type 2 Diabetes, Together. Alexa Diabetes Challenge Demo Day, 2017. t2d2.io

HITLAB World Cup (Third Place)

Mitchell EG, Burgermaster M, Heitkemper E, Reading M, Levine ME, Miao Y, Desai P, Mamykina L. Presenting T2D2: Taming Type 2 Diabetes, Together. HITLAB World Cup Demo Day, 2017.

 
 
 

© 2020 by Elliot G Mitchell. Proudly created with Wix.com

Last Updated November 2020

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