Rural-Urban Interdependencies: Thinking through the Implications of Space, Leisure, Politics and Health
Bibliographic record
Abstract
The collective experience of social distancing will undoubtedly have implications for our social, cultural, and political practices. In this critical commentary, I consider the implications of these experiences by focusing on rural-urban relationships in Canada. Drawing from accounts published in online newspapers, I reflect on how social distancing highlights the interdependencies of urban and rural Canada and the role of space and leisure in shaping our broader social and political discourse. Reflecting on issues related to class, space, mobility, and freedom of choice, I suggest that rural-urban interdependencies is a productive framework for considering these relationships and how we might re-think them moving forward. In conclusion, I offer hopeful speculations on how social distancing may indeed bring us closer together.
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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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.022 | 0.074 |
| Scholarly communication | 0.014 | 0.006 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".