Second Language Learning and Cultural Representations: Beyond Competence and Identity
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 socio‐contextual model of second language (L2) learning proposes that L2 learning is influenced by aspects of contact with the L2 community, L2 confidence, and identification to both the first language and L2 community ( Clément, 1980 ; Noels & Clément, 1996 ). The present study examines how these aspects are linked to individuals' cultural representations, corresponding to attitudes toward the L2 community ( Sperber, 1996 ). Respondents included Francophone ( n = 50) and Anglophone ( n = 50) university students with low and high ethnolinguistic vitality, respectively. Path analyses were conducted in order to examine the interrelations between aspects of the socio‐contextual model and cultural representations. These analyses revealed that, for both groups, learning an L2 leads individuals to hold more positive and accepting views of the L2 community. Implications of the findings are discussed with respect to ethnolinguistic vitality, L2 learning, and cultural representations.
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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 | 0.000 | 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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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