Contested geographies: competing constructions of community and efficiency in small school debates
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
Abstract The history of rural education in North America can be understood as a history of school closure, amalgamation, and consolidation of schools. Typically, historical and geographical arguments have converged in debates about whether or not to close small community schools, which are positioned as the victims of the march of time and reconfiguration of space. In this paper, we analyse the archetypical positioning of rural parents in the ‘school wars’ as emotional and irrational participants who want to turn back time and who fail or refuse to understand and accept what is alleged to be the inevitable transformation of rural space. We then analyse the political strategy and tactics engaged in by school governance officials and community agents in these struggles over the meaning and future of rural space. We argue that the confrontational politics that ensues do not support strong rural development conversations and that the unilateral search for what we call ‘trump cards’ to settle arguments with data and rational or emotional ‘appeals’ has led to ongoing tension in rural communities.
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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 | 0.008 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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