Caught in the conundrum: Neoliberalism and education in post-conflict Northern Ireland – Exploring shared education
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
Northern Ireland (NI) is emerging from a violent period in its troubled history and remains a society characterized by segregation between its two main communities. Nowhere is this more apparent than in education, where for the most part Catholic and Protestant pupils are educated separately. During the last 30 years there has been twofold pressure placed on the education system in NI – at one level to respond to intergroup tensions by promoting reconciliation, and at another, to deal with national policy demands derived from a global neoliberalist economic agenda. With reference to current efforts to promote shared education between separate schools, we explore the uneasy dynamic between a school-based reconciliation programme in a transitioning society and system-wide values that are driven by neoliberalism and its organizational manifestation – new managerialism. We argue that whilst the former seeks to promote social democratic ideals in education that can have a potentially transformative effect at the societal level, neoliberal priorities have the potential to both subvert shared education and also to embed it.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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