K–12 Administration of Inclusive Schools in Canada: A Literature Review of Expectations and Qualifications of Formal School Leaders
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
The formal educational requirements for principals in Canada vary significantly between educational jurisdictions. Principals are typically unprepared to lead inclusive schools upon graduation from educational leadership programs, despite the importance of formal education and experience in inclusive education in order to lead inclusive schools. Being unprepared includes lacking knowledge about students with exceptionalities and how they can and should be accommodated. Whether administrators value and support inclusion is imperative to schools being inclusive. Support of inclusion can include the use of teachers’ varied and extensive skill set through distributed leadership. The utilization of a leadership style focused on distributed leadership can be addressed through educational leadership programs, but also through professional development programs such as locally developed programs on mentorship. Educational leadership programs need to change in order to develop leaders for inclusive schools. Until such change occurs, principals are in significant need of professional development on inclusive education and how to lead inclusive 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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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