Attachment to Community and Civic and Political Engagement: A Case Study of Students
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
Youth's low level of civic and political engagement may detrimentally affect the health of communities and the democratic system. This paper examines the role of community attachment in explaining youth's levels of civic and engagement. This examination requires an evaluation of existing measures of community attachment and their relevance for understanding youth's experiences. The paper uses a student sample, highlighting a group of youth who have a degree of variation in their experiences of community attachment. We find that subjective measures of community attachment are related to volunteering and voting, but the objective measure of community attachment, that is, years of residence, affects voting and not volunteering. Different mechanisms explain civic engagement versus political engagement. As such, different strategies are required to combat low levels of civic versus political engagement. Le manque d'engagement civique et politique de la jeunesse peut avoir un effet néfaste sur la santé des communautés et sur le système démocratique. Cet article examine le rôle de l'appartenance communautaire pour expliquer le niveau de participation civique et politique des jeunes. Cette recherche nécessite une évaluation des mesures existantes de l'appartenance à une communauté et de leur pertinence pour la compréhension des expériences des jeunes. Cet article se base sur un groupe d'étudiants pour illustrer une population de jeunes avec un niveau d'attachement communautaire variable. Nous avons remarqué que les mesures subjectives de l'attachement à la communauté sont liées au bénévolat et au vote, alors que les mesures objectives de l'attachement, comme la durée de résidence, affecte le vote et non le bénévolat. De différents processus peuvent expliquer l'engagement civique par rapport à l'engagement politique. Ainsi, des stratégies différentes sont nécessaires pour lutter contre la faiblesse des niveaux de participation civique et politique.
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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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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 it