Curriculum requirements and subsequent civic engagement: is there a difference between ‘forced’ and ‘free’ community service?
Bibliographic record
Abstract
Despite figures showing the growth of mandatory community service programmes, there is mixed empirical evidence of their effectiveness. This paper addresses the relationship of mandated community service to one of its purported aims: subsequent volunteerism. It compares current volunteerism among four university student cohorts: those doing no service in secondary school, those volunteering with no requirement, those volunteering both before and after the introduction of a requirement, and those introduced to service through a requirement. The analysis indicates that (1) students who were introduced to service through a mandated programme exhibit current levels of engagement no greater than non-volunteers; (2) this relationship stems largely from the different service experiences of our four cohorts and relates to the fact that service satisfaction and duration, as well as background variables account for current levels of civic engagement. The findings suggest that mandatory service programmes might well be failing the very population they seek to target, particularly in weaker, less structured programmes.
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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 | 0.001 | 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".