THE EXPERIENCES OF LITERACY AND NUMERACY COACHES IN IMPLEMENTING INITIATIVES TO RAISE STUDENT ACHIEVEMENT
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 thesis examines the initiative involving the implementation of elementary Literacy and Numeracy Coaches. Using a case study, I examined the challenges and opportunities with which Literacy and Numeracy Coaches were confronted. The study concluded that Literacy and Numeracy Coaches have great potential for improving student achievement and raising improved teaching strategies through professional development. However, due to several factors, including: vague role definition; implementation of too many initiatives at the same time; the shifting of the role due new initiatives encouraged by the Ministry and the board; and too little time for effective implementation, caused the coaches to be overloaded, and the schools to be unsure of the Coaches’ role, thus reducing the potential effectiveness of the Coaching initiative. This study has made a contribution to the limited research on Literacy and Numeracy Coaching in Canada and provided results that may help to inform future initiatives
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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