Promoting Leadership in the Ongoing Professional Development of Teachers: Responding to Globalization and Inclusion
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 paper explores the need for innovative leadership in teacher education in the Canadian context, with a particular call for renewed professional development of current teachers. Within a country defined as multicultural, recent demographic shifts, interregional migration, growing ethnic diversity, and the emergence of a paradigm of inclusion, contemporary classrooms are evolving at a pace faster than projected. While inclusive education emerged from the growth of services for children with disabilities, it is now a concept much broader than initially con-ceived. Expanded concepts of learner differences are necessitating an urgent need for leadership in redeveloping effective training for current teachers. This paper argues that ongoing professional development must be characterized by six focus areas in order to empower teachers with pragmatic skills to balance the needs of their diverse classes. The authors conclude that a first step in this process is training for administrators who lead professional development in 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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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