A mobile app identifies momentary psychosocial and contextual factors related to mealtime self-management in adolescents with type 1 diabetes
Author(s) -
Shelagh A. Mulvaney,
Sarah E. Vaala,
Rachel Carroll,
L. Keoki Williams,
Cindy Lybarger,
Douglas C. Schmidt,
Mary S. Dietrich,
Lori M. Laffel,
Korey K. Hood
Publication year - 2019
Publication title -
journal of the american medical informatics association
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.614
H-Index - 150
eISSN - 1527-974X
pISSN - 1067-5027
DOI - 10.1093/jamia/ocz147
Subject(s) - psychosocial , context (archaeology) , self management , type 2 diabetes , mood , psychology , psychological intervention , diabetes management , clinical psychology , diabetes mellitus , medicine , psychiatry , computer science , endocrinology , biology , paleontology , machine learning
Effective diabetes problem solving requires identification of risk factors for inadequate mealtime self-management. Ecological momentary assessment was used to enhance identification of factors hypothesized to impact self-management. Adolescents with type 1 diabetes participated in a feasibility trial for a mobile app called MyDay. Meals, mealtime insulin, self-monitored blood glucose, and psychosocial and contextual data were obtained for 30 days. Using 1472 assessments, mixed-effects between-subjects analyses showed that social context, location, and mealtime were associated with missed self-monitored blood glucose. Stress, energy, mood, and fatigue were associated with missed insulin. Within-subjects analyses indicated that all factors were associated with both self-management tasks. Intraclass correlations showed within-subjects accounted for the majority of variance. The ecological momentary assessment method provided specific targets for improving self-management problem solving, phenotyping, or integration within just-in-time adaptive interventions.
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