Disentangling the Relationship Between Machiavellianism and Social Dominance Orientation
Bibliographic record
Abstract
BACKGROUND: Machiavellianism and social dominance orientation are two constructs associated with socially undesirable behavior and predictors of prejudice; however, their relationship has mainly been investigated through measures that only assess the antagonism dimension of Machiavellianism. Thus, this study aimed to disentangle their relationship using an instrument assessing agency and planfulness. PARTICIPANTS AND PROCEDURE: = 10.60), most identified as women (67.7%) and assessed using the Five Factor Machiavellianism Inventory, the Short Dark Triad, and the Social Dominance Orientation Scale. A path model was used, where the Machiavellianism and the Dark Triad dimensions predicted social dominance orientation. RESULTS: The results suggest that antagonism was indeed the primary and only dimension of Machiavellianism to predict dominance and antiegalitarianism, while agency and planfulness were non-significant. CONCLUSIONS: The findings suggest that socially dominant traits have their roots in antagonism, showing no interaction with planning and impulse control.
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How this classification was reachedexpand
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".