Transforming Connections: A Trauma-Informed and Attachment-Based Program to Promote Sensitive Parenting of Trans and Gender Non-conforming Youth
Bibliographic record
Abstract
Gender non-conforming and trans youth experience high rates of bullying and victimization, placing them at risk for serious mental health challenges. Parent support is one of the most significant protective factors in this population, and yet few programs are specifically developed to promote parenting sensitivity, understanding, and acceptance. Connect, a trauma-informed and attachment-based group program for caregivers of at-risk adolescents, has been shown to reduce parent stress and depressed mood, increase parents' sense of efficacy and satisfaction, and reduce parent-teen conflict. Teens benefit from increased attachment security and improved mental health and well-being. Treatment effects have been documented to continue for up to 2 years post-treatment. This paper describes the adaptation of the Connect program to create a new program, Transforming Connections, for caregivers of transgender and gender non-conforming youth. Participants in the first three groups were 20 parents of 16 gender non-conforming youth (ages 12–18). Common themes in group discussions related to gender included: coming out, connecting with peers, affirming pronouns/names, medical transition, parental reactions (e.g., confusion, isolation, grief, acceptance), and concerns about safety and mental health. All parents completed the full program, attending on average 9 of 10 sessions. Caregivers reported feeling respected, safe, and welcomed in the program and indicated that learning about attachment enhanced their understanding of their teen and their gender journey as well as themselves as a parent. Additionally, all parents reported applying the ideas discussed in the group frequently (60%) or somewhat frequently (40%). The majority indicated that their relationship with their teen had improved somewhat (65%) or a great deal (20%). Findings provide positive preliminary evidence of the fit and value of Transforming Connections for these families.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 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".