Predicting depressive symptoms from acculturative family distancing: A study of Taiwanese parachute kids in adulthood.
Why this work is in the frame
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Bibliographic record
Abstract
We applied Hwang's (2006a) acculturative family distancing (AFD) theory to Taiwanese "parachute kids," who had immigrated to the United States or Canada as unaccompanied minors and remained in North American as adults. It was hypothesized that each dimension of AFD-communication breakdown and cultural value incongruence-would uniquely predict conflict with participants' family members in Taiwan, which would, in turn, predict their depressive symptoms. In a sample of 68 former parachute kids aged 18 to 36 years, the relation between communication breakdown and depressive symptoms was fully mediated by family conflict. On the other hand, the mediation effect was not found for cultural value incongruence. Moreover, a suppression effect occurred, suggesting the likelihood that an additional, unknown variable accounts for the relation between cultural value incongruence and depressive symptoms. We concluded, from these results, that the 2 AFD dimensions operate differently in this population than in previous AFD research. This conclusion was further supported by the finding that participants reported significantly more communication breakdown than cultural value incongruence with family members residing in Taiwan.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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