Differences in Media Preference Mediate the Link Between Personality and Political Orientation
Why this work is in the frame
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Bibliographic record
Abstract
Research has consistently demonstrated that political liberalism is predicted by the personality trait Openness to Experience and conservatism by trait Conscientiousness. Less well studied, however, is how trait personality influences political orientation. The present study investigated whether differences in media preference might mediate the links between personality and political orientation. Participants completed measures of Big Five personality, media preferences, and political orientation. Results revealed that increased preferences for Dark/Alternative and Aesthetic/Musical media genres, as well as decreased preferences for Communal/Popular media genres, mediated the association between Openness to Experience and liberalism. In contrast, greater preferences for Communal/Popular and Thrilling/Action genres, as well as lower preferences for Dark/Alternative and Aesthetic/Musical genres mediated the link between Conscientiousness and conservatism.
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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) | 0.000 | 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