What Do We Ask of Global Citizenship Education? A Study of Global Citizenship Education in a Canadian University
Bibliographic record
Abstract
This article presents findings from a study of a Canadian university that has named 'global citizenship' as a key educational goal. Drawing on theories of globalization, deliberative democracy, and deliberative processes including discursive closure, this study examines the multiple demands made of 'global citizenship' in higher education and the subsequent educational projects that are designed to meet this educational goal. The research questioned whether discursive closure was being engaged to limit 'global citizenship' to a modernity project where, as the literature suggested, (neo) liberalism and universalism ultimately served to make the world the un-gated playground of the elite where they might work, play, and consume without national or local political and cultural restrictions. In contrast, we wondered whether these policy openings might also be reflections of shifts in practices toward justice, equity, and inclusion with considerations of the historical and cultural histories and legacies of international relations of colonialism and imperialism. Using deliberative dialogue as a data collection method, the researchers were able to surface educators' multiple understandings of global citizenship as well as possible discursive closure and/or emerging social justice in the courses, projects, and policies of this institution.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".