Youth, mobilities and multicultures in the rural Anglosphere: positioning a research agenda
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
Rural mobilities have transformed the social composition of rural places across the Global North. Young people are central to these changes and their role in rural livelihoods is crucial to rural futures. Yet little is known about how youth are negotiating today’s rural multicultures in an era of accelerated mobilities and on the back of decades of neoliberal restructuring. This article reviews scholarship on young people’s social relationships across ethnic and racial differences in rural Australia, the US, Canada and England, and excavates three trends within this literature. These are analyses of white and rural identity construction, policy and programme responses to rural youth “mixing”, and strategies by racialized youth to manage racisms. The paper signposts areas for prospective research at the intersection of rural studies, youth multicultures and race, and shows how this may contribute to understandings of identity and social relations for young people in the geopolitical present.
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 | 0.000 |
| 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