Family nonsupport of young trans people, experiences of legal problems, and access to the legal system
Bibliographic record
Abstract
This paper explores the connections between parental nonsupport of a young person’s trans or gender diverse identity and young trans people’s experiences of justiciable legal problems11 Justiciable legal problems are defined as those matters that are capable of being settled by law or by the action of a court or an administrative tribunal. as well as access to the legal system to address these issues. Qualitative youth data were drawn from the TRANSforming JUSTICE: Trans Legal Needs Assessment Ontario (TFJ) study. The narratives of 16 young trans people (16–29 years) were analyzed to identify parental factors in relation to encountering legal problems and accessing the legal system. Five themes emerged: parental nonsupport of gender identity, identity documentation issues, accessing medical care, employment legal problems, and housing legal problems. Results indicate that parental nonsupport of a young person’s trans or gender diverse identity may render a young person more vulnerable to experiencing justiciable legal problems and may also create barriers to accessing the legal system to address these issues.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| 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".