Research in the Modern Language Centre at the Ontario Institute for Studies in Education of the University of Toronto (OISE/UT)
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 Modern Language Centre addresses a broad spectrum of theoretical and practical issues related to second and minority language teaching and learning. Since its foundation in 1968, the quality and range of the Centre's graduate studies programs, research, and development projects and field and dissemination services have brought it both national and international recognition. Our work focuses on curriculum, instruction, and policies for education in second, foreign, and minority languages, particularly in reference to English and French in Canada but also other languages and settings – including studies of language learning, methodology and organization of classroom instruction, language education policies, student and program evaluation, teacher development, as well as issues related to bilingualism, multilingualism, cultural diversity, and literacy. In this research report, we will present research activities underway in the Centre in the areas of pedagogy, literacy development, sociocultural theory, pragmatics, and assessment.
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 | 0.002 | 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 | 0.001 | 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