Creating Leaders Through the Teacher Learning and Leadership Program
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
AbstractLeadership is a skill that can be learned through professional development, mentoring, and leadership development programs. In Ontario, the Teacher Learning and Leadership Program (TLLP) helps educators develop their leadership skills through a Ministry of Education–funded project that addresses student learning needs in their classrooms. This article examines how the TLLP built the foundation for a teacher to lead beyond his classroom and continues to develop leadership skills in others across the province.Key words: developing leadersleadershipteacher learning Notes1 Students are assessed on a four-level scale, with most educators agreeing that Level 1 is 50–59%, Level 2 is 60–69%, Level 3 is 70–79%, and Level 4 is 80% and greater. The provincial standard is Level 3 or better. When students do not meet the standard on the provincial standardized test, this does not imply that they should fail a course, but rather that they do not have what is deemed to be a deep understanding of the course material.
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 | 0.001 |
| 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 | 0.001 |
| 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