The Association Between Bullying and Physical Health Among Gay, Lesbian, and Bisexual Individuals
Bibliographic record
Abstract
BACKGROUND: Research suggests that lesbian, gay, and bisexual (LGB) populations experience higher prevalence of school bullying than heterosexuals. OBJECTIVES: We examined if (a) verbal versus physical bullying were differentially associated with physical health among sexual minorities and (b) if sexual identity (i.e., homosexual [i.e., lesbian/gay] vs. bisexual) moderated the association of bullying on physical health. DESIGN: LGB adults aged 18 to 66 years (n = 463) were recruited online. Participants reported high school experiences of verbal and physical bullying and physician-diagnosed health conditions. RESULTS: Physical and verbal bullying were related to physical health conditions (ps < .01). Physical bullying had a significant negative impact on physical health for bisexual persons (p < .001) but not for gay/lesbian persons. CONCLUSIONS: Experiencing bullying in high school was associated with physical health problems in adulthood. Bullying had a different relationship with health problems for bisexually identified individuals compared to lesbian/gay individuals. Future research should strive to disentangle potential differences in the relationship between bullying and health within sexual minority groups.
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How this classification was reachedexpand
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".