Experiences and Stressors of Parents of Trans and Gender-Diverse Youth in Clinical Care from Trans Youth CAN!
Bibliographic record
Abstract
Parents of trans and gender-diverse youth can experience challenges navigating gender-affirming (GA) care such as stigma, transphobia, and lack of support. There is little information available about stressors, worries, and positive feelings of parents as they try to support their youth accessing GA care. This article presents baseline survey data on experiences and stressors of 160 parents/caregivers in the Trans Youth CAN! cohort study, which examined medical, social, and family outcomes in youth age 16 years or younger considering puberty blockers or GA hormones. Data were collected at 10 Canadian gender clinics. Authors report on participating parents' characteristics, levels of support toward youth, stressors, worries, concerns, and positive feelings related to youth's gender. Most parent participants were White (85.1 percent), female (85.1 percent), birth or adoptive parents (96.1 percent), and reported strong support for youth's gender. Participants' concerns included their youth facing rejection (81.9 percent), generalized transphobia (74.6 percent), or encountering violence (76.4 percent). Parents also reported positive feelings about seeing their youth grow more confident. Most parental worries and stressors were situated outside the family, reflecting the systemic discrimination faced by youth and their families. Social workers could address these by developing systems-focused interventions and by further taking into account intersectional health disparities.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".