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
Abstract: This study aimed to test the construct and criterion validity of the Serbian adaptation of the Short Dark Tetrad (SD4). In addition to testing measurement invariance between the Serbian ( N = 488) and Canadian samples ( N = 739), the construct validity of the SD4 was also assessed through correlations with more extensive measures of the Dark Tetrad, and criterion validity was evaluated through correlations with variables related to mental health. The results indicated good model fit indices for the SD4 in both samples and partial scalar invariance across samples. Validity correlations with extensive measures confirmed the construct validity of all SD4 scales, with caution noted for the psychopathy scale, which shares similar content with sadism. Profile similarity, based on construct and criterion correlations, revealed substantial dissimilarity between narcissism and the other scales but high similarity among the Machiavellianism, psychopathy, and sadism scales. Regardless of the similarity between the scales, they showed distinctive correlations with emotional distress and positive mental health aspects.
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 | 0.005 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it