Parent Education Programs in Family Courts: Balancing Autonomy and State Intervention
Bibliographic record
Abstract
This article contemplates whether and how court-connected parent education programs can assist separating parents to access dispute resolution processes that best suit their families’ needs, in a manner that involves appropriately curtailed levels of state interference with parental autonomy. The author argues that such programs can play an important role in providing key information to separating parents. Specifically, providing mandatory information to all separating parents who seek access to the family law regime about children’s reactions to parental separation and conflict, and about the desirability of keeping such factors in mind as they consider the various dispute resolution options open to them, is a warranted level of state intervention. However, given current understandings of the appropriate limits on state interference with parental autonomy regarding child-rearing practices, programs aimed specifically at changing parental skills and behaviours should be mandated only on a case-by case basis, where a judge considers such changes necessary.
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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 | 0.002 | 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".