Beyond the Pragmatic and the Liminal: Culturally and Linguistically Diverse Students Code-Switching in Early-Years Classrooms
Bibliographic record
Abstract
This article examines the code-switching (CS) practices of culturally and linguistically diverse (CLD) young children in kindergarten and grade 1 classrooms. The author argues that their use of CS went beyond relief of psycholinguistic stress or coping with liminality (sense of living between two languages and cultures). Through several narratives constructed using ethnographic data, the author explores CLD students' use of CS to respond to the sociolinguistic and sociopolitical dynamics that they encountered in their early-years classrooms. CS enabled students to address their language and literacy needs, assert their identities, and defy subtractive and assimilative orientations that they experienced with respect to lack of incorporation of their first languages. Further, data affirm Cummins'(2001) assertion that students do not passively accept dominantgroup attributions of inferiority, but actively resist the process of subordination.
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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 | 0.001 | 0.002 |
| 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 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".