Heterosexism, Depression, and Campus Engagement Among LGBTQ College Students: Intersectional Differences and Opportunities for Healing
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
LGBTQ people experience health disparities related to multilevel processes of sexual and gender marginalization, and intersections with racism can compound these challenges for LGBTQ people of color. Although community engagement may be protective for mental health broadly and for LGBTQ communities in buffering against heterosexism, little research has been conducted on the racialized dynamics of these processes among LGBTQ communities. This study analyzes cross-sectional survey data collected among a diverse sample of LGBTQ college students (n = 460), which was split by racial status. Linear regression models were used to test main effects of interpersonal heterosexism and engagement with campus organizations on depression, as well as moderating effects of campus engagement. For White LGBTQ students, engaging in student leadership appears to weaken the heterosexism-depression link-specifically, the experience of interpersonal microaggressions. For LGBTQ students of color, engaging in LGBTQ-specific spaces can strengthen the association between sexual orientation victimization and depression.
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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 | 0.002 | 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 | 0.000 | 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