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A mobile app identifies momentary psychosocial and contextual factors related to mealtime self-management in adolescents with type 1 diabetes.
Citation | “A Mobile App Identifies Momentary Psychosocial And Contextual Factors Related To Mealtime Self-Management In Adolescents With Type 1 Diabetes.”. Journal Of The American Medical Informatics Association : Jamia, pp. 1627-1631. . |
Center | Joslin Diabetes Center |
Author | Shelagh A Mulvaney, Sarah E Vaala, Rachel B Carroll, Laura K Williams, Cindy K Lybarger, Douglas C Schmidt, Mary S Dietrich, Lori M Laffel, Korey K Hood |
Keywords | context, diabetes, ecological momentary assessment, pediatric, precision medicine, self-management |
Abstract |
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. |
Year of Publication |
2019
|
Journal |
Journal of the American Medical Informatics Association : JAMIA
|
Volume |
26
|
Issue |
12
|
Number of Pages |
1627-1631
|
Date Published |
12/2019
|
ISSN Number |
1527-974X
|
DOI |
10.1093/jamia/ocz147
|
Alternate Journal |
J Am Med Inform Assoc
|
PMID |
31529065
|
PMCID |
PMC6857499
|
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