Factors Influencing the Career and Academic Choices of Lesbian, Gay, Bisexual, and Transgender People
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
This is an empirical study of academic and career choices for 119 lesbian, gay, bisexual, and transgender (LGBT) students using a questionnaire. Respondents who reported that their sexual orientation influenced their choices a great deal indicated that the influences were both positive and negative. This group was most likely to have experienced anti-LGBT discrimination in the past. In comparing lesbian, bisexual people, and gay males, gay males and respondents from visible minorities were the most likely to feel a negative impact, while bisexual respondents were the least likely. There were too few transgender respondents to include in these statistical comparisons; however, frequencies suggest that transgender people may be the most vulnerable of all. Results suggest that counselors need to take sexual orientation issues, particularly past experiences of discrimination, when working with LGBT clients.
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 | 0.000 | 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 it