Experiences and perspectives of the parents of emerging adults living with type 1 diabetes
Bibliographic record
Abstract
INTRODUCTION: Whereas it is widely recognized that emerging adulthood can be a difficult time in the life of an individual living with type 1 diabetes, relatively little is known about the experiences of their parents or guardians. These individuals once shouldered much of the burden for their child's diabetes 'self'-management, yet their contribution is often overlooked by the adult healthcare system. Here, we set out to gain an understanding of the perspectives of parents of emerging adults living with type 1 diabetes. RESEARCH DESIGN AND METHODS: Semi-structured interviews were performed with a purposeful sample of parents of emerging adults with type 1 diabetes recruited from two urban young adult diabetes clinics and through a national diabetes charity. Thematic coding was derived using a constant comparative approach. RESULTS: Analysis of interviews with 16 parents of emerging adults with type 1 diabetes identified three themes: parental experiences of the transition to adult care; negotiating parent-child roles, responsibilities and relationships; and new and evolving fears. Parents spoke in detail about the time surrounding their child's diagnosis of type 1 diabetes to emphasize the complexity of diabetes care and the need to establish a 'new normal' for the family. In turn, adolescence and emerging adulthood required a renegotiation of roles and responsibilities, with many parents continuing to play a role in high-level diabetes management. Several parents of emerging adults with type 1 diabetes (particularly those of young men) vocalized worries about their child's readiness to assume responsibility for their self-care, and some expressed frustration with the apparent dichotomy in the role expectations of parents between the pediatric and adult care settings. CONCLUSIONS: Adult healthcare providers should recognize both the ongoing involvement of parents in the 'self'-management of emerging adults with type 1 diabetes and the unique aspects of the caregiver burden that they experience.
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".