Supplementary Issue Introduction: Family Transitions Related to Parental Separation
Bibliographic record
Abstract
The contemporary family is undergoing transformation, with the emergence of a greater variety of profiles and trajectories. Observers have been noting this family mobility for several decades and the trend it represents can be regarded as a lasting one, a phenomenon that people need to live with and adapt to. In this context, psychosocial research concerned with the development of people and their communities has taken an active interest in seeking strategies that help family members adjust. While the family is being transformed, it is still the main life context in our society: 85% of Canadians live in a private residence with family members (Statistics Canada, 1998). The contours of our communities are established by the families they comprise. Family health is a powerful determinant not only of the health of family members but also of community health. This supplementary issue of the Canadian Journal of Community Mental Health is devoted to family transitions related to parental separation or the placing of a child in substitute care. The articles represent an original spectrum of scientific contributions, in English and French, with an emphasis on the relational impact of family transitions.
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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 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.210 | 0.037 |
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".