The uses of the WISC-III and the WAIS-III with people with a learning disability: Three concerns
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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. <i>Connect</i>, 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 <i>Connect</i> program to create a new program, <i>Transforming Connections</i>, 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 <i>Transforming Connections</i> for these families.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it