Ameliorating transnegativity: assessing the immediate and extended efficacy of a pedagogic prejudice reduction intervention
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
We demonstrate that pedagogic interventions utilising mediated contact and the parasocial contact hypothesis provide an effective means of instantiating both an immediate and long-term reduction in prejudice towards transgender people. Through application of the parasocial contact hypothesis, our quasi-experiment demonstrates that exposure to the combined intervention of a panel presentation and a trans-themed film resulted in a significant reduction of self-reported prejudice immediately after exposure and this effect persisted up to 6 weeks later in a sample of 66 female university students. In addition to testing this effect, we also assess the relationship between prejudice towards transgender people and other forms of prejudice, including old-fashioned and modern prejudice towards gay men and lesbian women. In doing so we demonstrate that prejudice towards trans people appears to be conceptually related to prejudice towards gay men and not lesbian women. Limitations and directions for future research are explored.
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 | 0.002 | 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 | 0.002 |
| 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