Parent- and Child-Driven Daily Family Stress Processes between Daily Stress, Parental Warmth, and Adolescent Adjustment
Bibliographic record
Abstract
Emerging evidence suggests that family members’ stress and family interactions vary across days. This study examined the daily associations among parental and adolescent daily stress, parental warmth, and adolescent adjustment with a 30-day daily diary study among 99 ethnically diverse Canadian parent– adolescent dyads (54% White, 23% Asian, 9% multiracial, Mage = 14.5, 55% female). Multilevel structural equation modeling revealed a negative within-day link between parental daily stress and parental warmth, and positive within-day links between adolescent daily stress and their emotional problems and negative affect. Parental warmth was positively associated with the next day’s adolescent positive affect and prosocial behaviors, and explained the cross-day link between parental daily stress and adolescent adaptive outcomes. The findings indicate parent-driven effects in daily family stress processes.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".