Capturing Resilience: Utilizing the Brief Child and Youth Resilience Measure with Sexual and Gender Minority Youth
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
Abstract This study explores the relevance of the brief Child and Youth Resilience Measure (CYRM-12) for sexual and gender minority youth (SGMY) aged 14–23 (N = 4,810), compares their patterns of resilience with general youth populations, and explores distinctions between key subgroups of SGMY. SGMY reported significantly lower scores, indicating poorer outcomes, than non-SGMY in several CYRM-12 items, especially those addressing familial and community support. Older SGMY (aged 19–23) reported significantly higher CYRM-12 scores than younger SGMY (aged 14–18; t = 11.00, p < .001). Compared with their non-SGMY counterparts, SGMY reported significantly lower scores regarding supportive parental relationships, connection to offline community, and school belongingness yet reported higher scores regarding the importance of education. Three factors contributed to SGMY resilience: (1) peer and community belonging, (2) familial and cultural support, and (3) youth’s personal attributes and self-efficacy. The results of this study also suggest that measuring resilience in SGMY should incorporate online as well as offline sources. Recommendations to enhance the CYRM-12 to capture the experiences of SGMY for social work research and practice are provided.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| 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