Global citizenship education as a project for decoloniality
Bibliographic record
Abstract
Youth from every continent used online tools to exchange ideas, debate alternatives, and create a document that represents their voice on the relationship education should have with global citizenship: the International Youth White Paper on Global Citizenship. This paper applies de Sousa Santos’ sociology of absences and emergences to trace the ways in which the White Paper extends—and limits—decolonial thought in relation to global citizenship education. Through document analysis of the White Paper, we note particularly the students’ emphasis on a decolonial and processual notion of relationality that challenges current neoliberal notions of the global community and instead is oriented toward justice. Further, the students connect political resistance to epistemological resistance, asserting that diverse ways of being, knowing, and seeing are necessary to ensuring those who are marginalized are included in the decision making processes that affect their lives.
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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 | 0.017 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.023 |
| Scholarly communication | 0.010 | 0.008 |
| Open science | 0.001 | 0.022 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".