Bullying of Lesbian and Gay Youth: A Qualitative Investigation
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
The preponderance of bullying research does not address sexual orientation as a possible factor. The purpose of this study was to explore the perspectives of service providers and youth advocates working with lesbian and gay communities in order to increase understanding of bullying of lesbian and gay youth. In depth, semi-structured interviews were conducted with nine key informants from various education and social service settings. Interviews were recorded and transcribed verbatim. Inductive data analysis was conducted using a constant comparative method. Six major categories emerged: prevalence, sites and perpetrators, institutional and community factors, effects of bullying, and barriers as well as strategies to address bullying. Several dimensions of bullying that may be specific to lesbian and gay youth (e.g. pervasiveness across their social ecology and risks to coming-out; sexual prejudice in the media; and ‘conversion bullying’) suggest the importance of investigations to support development of targeted, multi-sectoral interventions.
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 | 0.001 | 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