Happy Campers: Enhancing Social Competence in Adolescents with Attention-Deficit/Hyperactivity Disorder at Summer Camp
Bibliographic record
Abstract
Many adolescents with attention-deficit/hyperactivity disorder (ADHD) experience challenges in social competence. Evidence suggests that specialized summer camps with social skills training may have positive outcomes on social competence development in adolescents with ADHD. This article reports on a pilot study of a therapeutic summer camp program for children and adolescents with ADHD. The study examines the degree to which program objectives were achieved through a pre-camp, post-camp design using a series of standardized instruments, camp evaluations, and surveys with parents. The results indicated that the campers initially reported significantly lower social competence when compared to a normative sample of adolescents before the camp but improved their social competence by the end of camp. This research has implications for researchers, caregivers, and outdoor education advocates to take an assertive lead in promoting evidence-based psychosocial programs for youth with and without ADHD into more generalizable community settings.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 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".