Mediators' perspectives on the Ontario family mediation process and its potential impact on abused women and children's education
Bibliographic record
Abstract
This research focused on the perspectives of seven mediators in Thunder Bay on \nwhat will happen to abused women if the mandatory mediation information program is \nactually implemented into the divorce process in Northwestern Ontario as well as \nspeculation on the potential effects of mediation on children?s educational achievement. \nUtilizing a qualitative and feminist methodology, the study revealed that Ontario family \nlaw rules are not universally implemented because attendance at the new mandatory \ninformation session is not legally required in Thunder Bay. Furthermore, the study \nrevealed that mediators and the mediation process are under regulated with no \ngovernment-created political body monitoring how mediators run their practice. \nMediators in this study revealed that they would conduct mediation with high-risk \ncouples using shuttle mediation or involving external experts, but high-risk couples, such \nas an abuser and victim, should not mediate given power imbalances. Children involved \ndirectly or indirectly in the mediation process may be affected in various ways, including \ntheir ability to concentrate on schoolwork. Mediators need training on how to mediate \ndivorces of high-risk couples safely and effectively, including specific procedures for \nchildren?s participation. Further, policymakers in the province of Ontario need to \nconsider how the failure to oversee mediation is a problem with potentially devastating \nconsequences.
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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 | 0.000 | 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) | 0.001 | 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 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".