Bibliographic record
Abstract
Shared parenting is the most beneficial model for planning the future of many separating parents and their children. Shared parenting needs to be crafted, for appropriate cases, by willing parents on their own or through coaching by responsible lawyers, counselors, or mediators. Shared parenting is not an outcome that should be forced on high‐conflict parents against their will as a compromise in the hopes that they will grow into the plan. Separating parents with a history of domestic violence need to receive appropriate screening and assessment on the nature of the violence, the impact of the violence on the adult victim and children, and the interventions required by the perpetrator before a safe parenting plan can be designed. The Think Tank Report on shared parenting is to be commended for its work. The Report acknowledges some of the limitations of shared parenting in situations that pose risks to children and/or inadvertently promote ongoing conflicts between parents. My concern is that domestic violence victims will be forced into shared parenting or fear being labeled as “hostile” and “unfriendly parents” or accused of alienation. There continues to be a need for much more professional education on the ongoing risks of domestic violence and the implications for differentiated parenting plans. Key Points for the Family Court Community: Shared parenting is not for everyone. Litigating parents are unlikely to make shared parenting work. Case of domestic violence require screening and a differentiated parenting plan that recognizes safety, accountability and healing.
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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 | 0.083 | 0.152 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.032 |
| Scholarly communication | 0.009 | 0.013 |
| Open science | 0.006 | 0.006 |
| Research integrity | 0.024 | 0.048 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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".