Coloniality-Decoloniality and Critical Global Citizenship: Identity, Belonging, and Education Abroad
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
This article draws on existing literature, a large, multi-institutional dataset, and several case studies to explore two empirical questions: Do students of color (SOC) differ from white students in statistically significant ways, in respect to the global learning goal of cultural humility? And what interactive effects do students and faculty from diverse backgrounds, diversity and inclusion advocacy, and diverse community contexts have on one another? We draw on existing literature and quantitative data to demonstrate that SOC tend to bring strengths to global learning experiences. We share several case studies to demonstrate how those strengths may lead to specific alliances regarding justice work in host communities, complicating any conception of students as visitors unattached to local justice struggles. Throughout the article, we draw on current literature and practice to present several questions at the intersections of education abroad, diversity, equity, inclusion, community-based global learning, and critical global citizenship.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it