Engaging Youth Ages 8 to 12 as Volunteers: An Opportunity for Youth Development?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Many youth programs are delivered to provide opportunities for youth to acquire the assets deemed essential to their development into caring, responsible adults. Engaging as a volunteer is considered an experience that provides access to the acquisition of key developmental assets. To date, research has focused on the positive outcomes that can result for adolescent volunteers with little attention being paid to volunteers younger than age 15. This research explored whether and in what ways being a volunteer contributed to the development of youth ages 8 to 12. Interviews were conducted with 73 Boys and Girls Club youth and seven Club Executive Directors in Atlantic Canada. Results indicated that volunteering offered youth an opportunity to serve their communities, care for its members, and feel valued. Younger youth also developed various skills and experienced enhanced self-esteem and self-confidence.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.013 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it