The devil in the detail: property division under British Columbia' s Family Law Act 2011
Bibliographic record
Abstract
Family law in British Columbia, Canada has witnessed significant change in the last 5-6 years. Family property law, in particular, has seen drastic reform. One of the most significant changes which has arisen in the province is the introduction of the Family Law Act 2011 which, among other functions, now governs the distribution of assets on divorce and on the breakdown of common law marriage. Repealing and replacing the Family Relations Act 1996, the new 2011 Act aimed to make the law governing the division of assets simpler and easier to apply, reducing judicial discretion and bringing the province more in line with the rest of Canada. However, since the commencement of the legislation exactly two years ago (March 2013), a number of weaknesses inherent in the Act have already generated significant case law in the province. This paper seeks to highlight the main shortcomings which have emerged and analyse judicial responses to date.
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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 | 0.005 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.019 | 0.006 |
| Scholarly communication | 0.008 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".