Finding straight answers: identifying the needs of parents and service providers of adolescents with type 1 diabetes to aid in the creation of an online support intervention
Bibliographic record
Abstract
AIMS AND OBJECTIVES: To explore the needs and preferences of parents and service providers of adolescents with type 1 diabetes in an online support intervention. BACKGROUND: Parents experience stress during this time of transition as adolescent conflict is common and the consequences of risk-taking behaviour in combination with type 1 diabetes can be severe. Parents are in need of social support and desired an online intervention. Online support interventions have not been previously designed from the perspective of the users of these interventions. METHODS: Participatory, qualitative design. Fourteen group interviews across Canada (n=60). RESULTS: Participants identified four main themes (Finding straight answers, Making transitions, Struggling with parenting and Connecting with others) within the context of accessibility. Parents described their needs for credible Canadian information, support from other parents, fostering positive family dynamics while shifting parenting roles during adolescence. Connecting with others included finding a social support system and venue to share stories and resources. DISCUSSION: These findings are innovative as these experienced participants desired a blend of professional information and peer informal knowledge and support in an accessible, online format. CONCLUSION: The results of this study will form the foundation of an online support intervention while providing unique insight into the experiences of parents of adolescents with type 1 diabetes. RELEVANCE TO CLINICAL PRACTICE: Parents and service providers indicate the need for information that is trusted, accurate and on a wide range of topics, within a preferred online environment. Supporting parents during this difficult time includes directing them to appropriate and accessible resources, facilitating a positive, healthy process of transition to interdependence, in their parenting of adolescents with type 1 diabetes.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".