Norwegian L1 teachers’ beliefs about a multilingual approach in increasingly diverse classrooms
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 L1 subject is a central meeting place for all students regardless of their linguistic backgrounds. Thus explorations of multilingualism in the L1 subject provide the potential for enhancing all students’ multilinguality. In Norway, several policy papers have emphasised the important role of the L1 Norwegian subject in promoting students’ multilingualism as a resource, but guidelines are lacking on how this should be facilitated. Consequently, L1 teachers’ beliefs about multilingualism are central to understanding how and to what extent they implement a multilingual pedagogy. Whereas previous research in the Norwegian context has mainly explored foreign language teachers’ beliefs on multilingualism, this study investigated L1 Norwegian teachers’ beliefs on how the subject can be taught in an increasingly diverse language classroom. Ten upper secondary school teachers discussed these topics in focus groups. Most of the teachers had a language-as-problem orientation to their students’ multilingualism. In particular, they found it challenging to improve minority students’ Norwegian skills. Moreover, they rarely encouraged the use of minority students’ multilingualism as a resource in the classroom. They also reported little guidance from textbooks. The findings suggest a strong need for supporting L1 subject teachers in developing a multilingual mindset and for creating suitable teaching materials.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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