Youth Arts, Media, and Critical Literacies as Forms of Public Engagement in the Local/Global Interface
Bibliographic record
Abstract
This article provides a reanalysis of a multisited case study of youth arts, media, and critical literacy to theorize the role of networked and physical “publics” within which youth engage with issues they care about, making claims about their lived experiences. An understanding of the nature and role of publics is crucial to productive formulations of literacy research and pedagogies in schools, communities, and nations. The theorizations offered here, related to ethical and aesthetic public engagement, spatiality, and mobilities, focus on those moments when youth come together in community and educational sites to create counternarratives in relation to their lives and futures. Three examples of situated counternarratives are analyzed to illustrate how youth exhibit powerful engagements with discursive resources across spatial and material locations and with various publics, producing critical social and political analyses in the local/global interface that often go unrecognized or unrealized in educational contexts.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.010 | 0.035 |
| Scholarly communication | 0.014 | 0.011 |
| Open science | 0.001 | 0.013 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".