How the CEFR Is Impacting French-as-a-Second-Language in Ontario, Canada: Teachers’ Self-Reported Instructional Practices and Students’ Proficiency Exam Results
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 exploratory article describes (1) the self-reported instructional practices of a group of 103 Kindergarten to Grade 12 French-as-a-second-language (FSL) teachers from school boards across Ontario, Canada before and after intensive and extensive professional learning about the Common European Framework of Reference (CEFR) and (2) the areas of strength and opportunities for improvement in the FSL proficiency of 434 Grade 12 students from school boards across Ontario in their final year of study, as measured through their outcomes on the Diplôme d’études en langue française (the FSL proficiency exam aligned with the CEFR). In looking across the findings from these early-CEFR-adopter teachers and these highly-motivated students at the end of their FSL studies, the article offers a window onto how the CEFR is impacting the local landscape of FSL education in the province.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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