Implicit Ideologies: Do Right-Wing Authoritarianism and Social Dominance Orientation Predict Implicit Attitudes?
Bibliographic record
Abstract
Many social and political attitudes, beliefs, and behaviours can be predicted by Right-Wing Authoritarianism (RWA; a preference for authority and tradition) and Social Dominance Orientation (SDO; a preference for social hierarchies and inequality). These two constructs have predominantly been studied in the context of self-reported (explicit) attitudes, so the usefulness of RWA and SDO to predict individuals’ implicit attitudes remains relatively unclear and understudied. The current research is a Registered Report that uses a large dataset collected as part of Project Implicit to test the predictive power of RWA and SDO for implicit and explicit attitudes toward topics relating to authority, tradition and hierarchies (i.e., concepts most relevant to RWA and SDO). The findings of the current study suggest that RWA and SDO are in fact predictive of some implicit attitudes that are in line with the RWA and SDO ideologies, as well as most corresponding explicit attitudes.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".