Out of the Closet: When Moral Identity and Protestant Work Ethic Improve Attitudes toward Advertising Featuring Same-Sex Couples
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 research examines how heterosexual consumers react to advertising featuring same-sex couples. Across three studies, we find that heterosexual consumers report higher levels of disgust in response to advertising featuring same-sex couples in comparison to mixed-sex couples, which results in more negative attitudes toward the advertisement and the advertised brand. We also find that moral-identity priming reduces disgust elicited by advertising featuring same-sex couples and improves attitudes toward the advertisement and the brand. However, we find that moral-identity priming is ineffective for consumers with high social dominance orientation. For these consumers, portraying same-sex couples as possessing Protestant work ethic traits decreases disgust and improves attitudes toward the advertisement and the brand.
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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 | 0.000 |
| 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 | 0.001 |
| 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