Teacher development against the policy reform grain: an argument for recapturing relationships in teaching and learning
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 As public schools in countries like the UK, USA, Australia, Canada and New Zealand continue to suffer from the damaging effects of poorly conceptualized educational reforms, educators struggle to come up with alternatives with which to reclaim schools. While acknowledging the situational, contextual and temporal differences between these countries, this paper presents a rationale for reinserting the relational work of schools at the centre of a teacher development‐led form of recovery. The central claim advanced herein is that teacher development in schools must have a central and demonstrable concern with the primacy of relationships in teaching and learning. Schools and teachers have the collective capacity to reclaim the ground that has been severely eroded by managerialist and marketizing agenda that have been allowed to intrude on schools and subjugate the importance of relational forms of knowing. Placing students at the centre is crucial to creating the direction necessary for re‐establishing the relational complexity of schools.
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 | 0.013 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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