(Ir)reconcilable differences? Local reactions to provincial neoliberal educational reform
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 case study, we explore the intersections of neoliberal educational reform and the everyday experiences of people living in a rural region in northern British Columbia, Canada. Reflecting on the provincial Ministry of Education's Strategic Plan, we explore one region's responses to a set of provincial promises, which include providing regional school districts with more autonomy and control over the delivery of education services and a mandate for a balanced budget. The region faced declining student enrolments and funding shortfalls. As a cost-saving measure, the local school district in the region launched a four-day school week. We used ethnographic fieldwork techniques to examine a set of local practices and consequences that arose following the implementation of this measure. The findings demonstrate how provincial promises of educational reform can conflict with local educational needs and create a set of problematic everyday realities with repercussions on youth health, amplifying health inequalities that are irreconcilable with the purported goals of advancing the interests of students and society.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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