Sex Workers and the Best Interests of their Children: Issues Faced by Sex Workers Involved in Custody and Access Legal Proceedings
Bibliographic record
Abstract
Sex worker parents often lose custody of their children. The purpose of this research was to study theimpact of a parent’s status as a past or present sex worker on judicial decision-making in custody and access disputes. Through doctrinal legal research, I explored judicial treatment of sex workers involved in custody and access disputes in Child Protection and Family Law case law from Ontario. I reviewed every reference to parental involvement in sex work from Child Protection and Family Law decisions from January 2010-March 2020. Parental involvement in sex work was often presented as an unfavourable aspect of the parent, or otherwise had a negative influence on their claim. Sex work was treated as a negative quality in a parent rather than an aspect of their life warranting further factual exploration. I argue that stigma against sex workers appears to carry more weight in custody and access disputes than evidence concerning the impact that a parent’s sex work has on a child.
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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 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.013 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".