Revolution or backlash? The mediatisation of education policy in Australia
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
Recent scholarship has identified the emergence of a new modality of policy work: the mediatisation of policy. This paper provides an Australian case study which reports on the tactics of an Australian Federal Minister of Education and a media commentator who both engaged in public pedagogical work for the purpose of spinning education policy. In particular, we argue that this example of the mediatisation of education policy has worked to stifle pedagogical innovation as advocates of middle schooling reform struggle against what appears to be a backlash to the social-democratic reforms of the post-World War II era. Such backlash politics is understood in terms of a struggle to maintain the role of teachers as curriculum designers and not be merely technicians; to sustain critically reflective learning communities of colleagues and friends; and not succumb to pedagogies of resentment that are driven by a logic of deficit views of students and their communities.
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 | 0.001 | 0.006 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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