Orthogonal versus linear models of acculturation among immigrant Chinese Canadians: A comparison of mothers, fathers, and children
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
A multidimensional model of acculturation was examined among 96 immigrant Chinese families living in Canada. All parents were foreign-born, as were 75% of children (average age 12). Each family member completed measures of cultural orientation (behavioural practices), identity, and cultural values. An orthogonal model of acculturation (e.g., host and ethnic culture affiliations are independent rather than linear) was clearly supported for fathers and children. For fathers and foreign-born children, greater involvement in Canadian culture was not associated with a diminishment of ethnic identity or values. For Canadian-born children, this involvement seemed to foster, rather than reduce, the endorsement of ethnic identity and traditional values. For mothers, ethnic and host cultural domains were modestly negatively correlated, providing less support for the orthogonal model. Results are discussed in relation to the conditions that may foster orthogonal versus linear models of acculturation.
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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 | 0.000 | 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 it