Evaluation of a family camp intervention for children with a heart transplant and their families
Bibliographic record
Abstract
Given the arduous course of heart transplantation and follow-up care, recipients and their families face complex challenges and stressors warranting supportive interventions. This study explored the impact of a family camp as an intervention of education and social support for pediatric transplant recipients and their families. A total of 49 individuals participated in this evaluation, including eight children and nine youth with heart transplants, five siblings, 19 parents, and 13 health care providers. Participants ranked and described the 3-day family camp experience. Analysis of pre/post intervention measures on knowledge, social support, and coping revealed statistically significant improvements in knowledge, social support, self-esteem, and psychological stability. Satisfaction surveys revealed the camp to be an important resource for education, family fun, and peer support among transplant recipients, their families, and the health care team. Implications and recommendations are offered for clinical and community practice.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".