Validation of the Short Dark Tetrad (SD4) in Persian
Why this work is in the frame
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Bibliographic record
Abstract
Abstract: The Short Dark Tetrad of Personality (SD4) is a self-report instrument for screening individuals with dark personality traits, including narcissism, Machiavellianism, psychopathy, and sadism. In the present study, we examined the psychometric properties of the Persian version in an Iranian sample. After translating the instrument, we conducted a large online survey that included 1,696 participants (67% female), aged 18–60 years. We performed a series of confirmatory factor analyses and examined the nomological network to validate the instrument. After assessing five competing structural models, the four-factor model showed the best fit based on standard goodness-of-fit indices. The sub-scales also showed coherent links with risk-taking and pathological personality traits. We conclude that the Persian SD4 has a distinct four-factor structure with adequate reliability and validity. Therefore, it can be used to measure dark personality traits in Farsi-speaking samples.
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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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it