Cultivating Professional Allies for Sexual Minority Youth: A Community-Based Educational Intervention
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
Sexual minority youth (SMY) face multiple risks in their daily lives that may influence their need for supportive care. Health and social service providers have unique opportunities to provide culturally competent services to these youth. This article describes a community-based educational intervention created to increase providers' knowledge, skills, and intention to support SMY. Based on the Information-Motivation-Behavioral Skills model, this pilot study found that for a diverse sample of multidisciplinary professionals (n = 2,850), the odds of behavioral intention (BI) to support SMY were significantly higher when trainings were relevant to the professionals' experience (OR = 1.3), were sensitive (OR = 1.3), developed skills (OR = 1.1), and incorporated policy (OR = 1.2). Implications for the delivery of community-based trainings are provided.
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 | 0.005 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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