Dual-language books as an emergent-literacy resource: Culturally and linguistically responsive teaching and learning
Bibliographic record
Abstract
The effectiveness of dual-language book reading in culturally and linguistically diverse classrooms is largely uncontested. Yet there are repeated calls for more research to determine how this resource can be used more broadly and effectively by teachers, especially in emergent-literacy learning contexts. In the present study we analysed culturally and linguistically responsive teaching and learning in dual-language book reading vignettes to demonstrate how teachers and volunteer readers build on linguistic and cultural repertoires of emergent-literacy learners to help them gain metalinguistic awareness, cultural empowerment and identities as capable learners. We argue that diversity can be embraced and multilingualism can be positioned as normal by using dual-language books to motivate discussion about language and cultural artefacts. The findings suggest a rethinking of classroom practices based on family involvement in the classroom and a subtle shift in the balance of authority and expertise among teachers, children and families.
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How this classification was reachedexpand
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 | 0.003 | 0.009 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".