The Role of Lay Theories of the Etiologies of Homosexuality in Attitudes Towards Lesbians and Gay Men
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
SUMMARY Previous research has demonstrated that those who believe that homosexuality is genetically or biologically caused have less negative attitudes towards gays and lesbians than those who believe it is acquired, learned, or chosen. This study, utilizing an undergraduate and graduate Psychology student sample, found significant relationships between attitudes towards lesbians and gay men and beliefs about causes and "treatments" for homosexuality. Level of personal contact with lesbians and gay men and demographic factors also influenced attitudes toward and beliefs about homosexuality. These results suggest that educational attempts to change attitudes towards lesbians and gay men should consider the role played by beliefs about the etiologies of homosexuality.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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