David J. Albers

schoolUniversity of Coloradobar_chart#3739 Global Rank

Total Papers

HCI Rank

#3739

Research Areas

Years Active

Recent Publications

From Reflection to Action: Combining Machine Learning with Expert Knowledge for Nutrition Goal Recommendations

Self-tracking can help personalize self-management interventions for chronic conditions like type 2 diabetes (T2D), but reflecting on personal data requires motivation and literacy. Machine learning (ML) methods can identify patterns, but a key challenge is making actionable suggestions based on personal health data.…

CHI '195th+ AuthorAI-Assisted Decision-Making & Automation +2

Personal Health Oracle: Explorations of Personalized Predictions in Diabetes Self-Management

The increasing availability of health data and knowledge about computationally modeling human physiology opens new opportunities for personalized predictions in health. Yet little is known about how individuals interact and reason with personalized predictions. To explore these questions, we developed a smartphone app…

CHI '183rd AuthorMental Health Apps & Online Support Communities +1

Pictures Worth a Thousand Words: Reflections on Visualizing Personal Blood Glucose Forecasts for Individuals with Type 2 Diabetes

Type 2 Diabetes Mellitus (T2DM) is a common chronic condition that requires management of one’s lifestyle, including nutrition. Critically, patients often lack a clear understanding of how everyday meals impact their blood glucose. New predictive analytics approaches can provide personalized mealtime blood glucose for…

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