Navigating the ecosystem of summertime activity choices for youth: a multiple case study analysis
Bibliographic record
Abstract
Summer in the United States is a complicated time for youth and families. While youth are free from the strictures of school and ripe with opportunities for personal growth, cobbling together summer experiences for them can be challenging, especially for low-income families. Currently, there is little research on summer as a developmental time and space and how parents and families decide to shape summer for their children. To address this gap in the literature, this study used a multiple case study approach, focusing on six families with different socioeconomic and racial backgrounds to understand the roles that structured and unstructured activities fill in their families’ summers. Using Bronfenbrenner’s process-person-context-time model, the authors explore how summer choices are shaped by a) parental attitudes, beliefs, values and experiences, b) child interests, needs, and opportunities for development of autonomy and independence, and c) other contextual factors such as logistic and cost constraints.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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".