Reasons for, challenges and consequences of raising a child in a second language: A case study on Anglophone parents raising their children in French
Bibliographic record
Abstract
This Master's thesis focuses on a case study of Anglophone parents using French in their parenting relationship with their children in the area of Ottawa-Gatineau, with the purpose of understanding their reasons for, challenges and consequences of using their second language with their children. Data were collected from nine families, eight of whom are in linguistically mixed marriages, through semi-structured interviews and observed interactions. Results demonstrated that in most cases, participants felt that the main reason they chose to speak French first was based on their belief that Ottawa is an essentially Anglophone city; in order to become bilingual, some special efforts are required in the acquisition and practice of French. The immediate challenges, such as lack of French language support in the community, and long-term consequences, for example, improvement in the Anglophone parent's proficiency, varied from family to family.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".