Empathy Across Difference: Migrant Youth and Transcultural Capital
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
In this article, we explore the diversity, histories, and social experiences of migrant youth in Melbourne and Toronto and how they negotiate difference and otherness in their everyday lives. By moving away from the tensions and problems that have often been associated with migration and diversity, we explore how migrant youth’s engagement with multiple cultural systems does in fact engender empathy as a valuable form of transcultural capital. As such, we highlight individual agency in negotiating difference in ways that enable migrant youth to understand and accept ‘the otherness of others’ from a critical, self-reflexive stance. In a context of an increasingly interconnected, diverse, but yet unequal world, this ability of migrant youth to navigate and negotiate difference and nurture empathy is not only an important contribution to the practice and labour of living together, but also to an ever more valuable transcultural ethos and practical orientation that should be valued, fostered, and mobilised.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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 it