Change and Stability in Cohabitation and Children’s Educational Adjustment
Bibliographic record
Abstract
This study examines the short-term effects of change and stability in family type on the educational adjustment of children aged 10-15 years. Data for study are drawn from five waves of the Canadian National Longitudinal Survey of Children and Youth. Our focus is on comparing cohabiting (biological and step) families and marital families. No differences are observed for changes in school engagement based on cohabitation. Perceived achievement shows greater declines for children in stable cohabiting relationships compared to stable marital relationships. Children from families in which a cohabiting relationship dissolved over a two-year period do not differ from children from stable cohabiting families. Children from families in which a marital relationship dissolved report significantly less school engagement and perceived achievement than children from stable married families. The dissolution of a cohabiting relationship has more negative effects on children’s education than divorce. These differences remain after accounting for socioeconomic status and family process.
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How this classification was reachedexpand
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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".