Inclusive education policy: what the leadership of Canadian teacher associations has to say about it
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 inclusive education research, rarely are teacher associations a topic of investigation despite their critical role in its implementation and efficacy. A study was conducted as part of the Canadian Disability Policy Alliance using a learning collaborative methodology that explored the extent to which Canadian provincial/territorial teacher association leadership personnel were aware of inclusive education legislation and policy. Using a semi-structured protocol, 14 participants were interviewed, representing 12 Canadian jurisdictions. Results indicated a complex theme with three linked issues: leadership participants stated that their teacher membership was well aware of inclusive education policy, that their membership generally endorsed it, contingent upon adequate resourcing. The particularities of this theme, awareness-endorsement-resources, are contextualised throughout the results, and the implications are raised in the discussion.
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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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