Changes in Shared Decision-Making Roles and Perceived Stress in Syrian Refugee Parents Resettled in the Greater Toronto Area: A Cross-Sectional Study
Bibliographic record
Abstract
Little is known concerning the impact of adjusting to new social roles on stress for Syrian refugee parents after resettlement. This thesis explored changes in shared decision-making roles (day-to-day, financial, and major life decisions) and the relationship of those changes to perceived stress among 148 Syrian refugee parents after resettling in the Greater Toronto Area (GTA) using a generalized estimated equation (GEE) model. An acculturative shift was observed among those participants who reported 'toward shared, and among parents who were classified as not shared, the majority were father dominance. In families in which both parents were unemployed, those who always shared financial decisions had significantly lower perceived stress than those whose financial decisions were toward shared. These findings suggest that understanding the cultural contexts of gender roles and the impact of acculturation may help promote better post-migration strategies for Syrian refugee parents.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".