The Development of Children’s Ethnic Identity in Immigrant Chinese Families in Canada
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
Parents’ role in children’s ethnic identity development was examined among 95 immigrant Chinese families with young adolescents living in Canada. Children reported their feelings of ethnic identity and perceptions of parental family obligation expectations. Parents reported their family obligation expectations; parents and children reported on parenting practices. Mothers’ expectations, but not fathers’, were positively associated with children’s feelings of ethnic identity. This relation was mediated by children’s perceptions of parental expectations, suggesting that children must first perceive their parents’ expectations for these expectations to influence their ethnic identity. More positive parenting practices were related to stronger feelings of ethnic identity. Mothers’ parenting practices moderated the relations between mothers’ expectations and children’s ethnic affirmation and belonging. The results suggest immigrant mothers’ family obligation expectations provide an avenue for positive family identification and ethnic culture learning opportunities that may encourage children’s ethnic identity development.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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 it