What should teacher education be about? Initial comparisons from Scotland and Alberta
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
This article empirically examines the ways in which Initial Teacher Education in Scotland and Alberta, Canada, seeks to ‘get students in’, ‘get them out and into the workforce’, ‘get on with teaching future teachers’ and how it should ‘get on with students’. Using Adams’ (2016) policy heuristic, which posits that policy can be discerned in three realms: frame; explanation; and formation, this paper considers the middle realm: that of policy explanation. Here, attempts to position policy through public pronouncement, policy directive, mandate and/or missive are examined in the context of ITE in Scotland and Alberta. By analysing policy explanations, the paper marks out how both jurisdictions should begin to attempt to craft ITE located in career-long, professional learning and development that understands and acknowledges tensions between ITE and later teacher-education phases. Finally, the paper makes a tentative proposal as to what such ITE might hope to achieve and how it might contribute to a well-developed workforce, so that both locations and other jurisdictions might orient initial teacher development.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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