Examining Ways in Which Youth Conferences Can Spell Out Gains in Community Youth Development and Engagement
Bibliographic record
Abstract
With student outcomes increasingly becoming associated witht est scores, schools are less able to dedicate themselves to helping students learn how to become engaged and active participants in a democracy. As a result, other community based organizations have stepped in to help students acquire the sense of agency, belonging, and competence—known as the "A, B, C’s" of youth development—that research has shown to be crucial for youth to become contributing citizens. Drawing on survey, interview and observational data, this paper considers how two such organizations give students an opportunity for personal development, while providing youth with leadership skills and opportunities to engage in their schools and communities. This research suggests that in addition to the traditional "A, B, C’s," it may be beneficial to consider aspects of diversity—proposed here as "D"—that play an important role in youth development, as well as the synergy of all four components of youth development that result in positive student outcomes.
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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 | 0.007 | 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 | 0.000 |
| 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 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".