Social Support Networks for <scp>LGBT</scp> Young Adults: Low Cost Strategies for Positive Adjustment
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
Lesbian, gay, bisexual, and transgender ( LGBT ) youth and young adults are known to have compromised physical and mental health, and family rejection has been found to be an important risk factor. Yet few studies have examined the positive role that support from parents, friends, and the community have for LGBT young adults. In a cross‐sectional study of 245 LGBT non‐Latino White and Latino young adults (ages 21–25) in the United States, sexuality‐related social support was examined in association with measures of adjustment in young adulthood. Family, friend, and community support were strong predictors of positive outcomes, including life situation, self‐esteem, and LGBT esteem. However, family acceptance had the strongest overall influence when other forms of support were considered. Implications for the unique and concurrent forms of social support for LGBT youth and young adult adjustment are discussed.
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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 | 0.000 | 0.000 |
| 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 | 0.000 | 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