SERBIAN ADAPTATION OF THE PSYCHOLOGICAL MINDEDNESS SCALE - PSYCHOLOGY STUDENTS SAMPLE
Bibliographic record
Abstract
The purpose of this research was to evaluate the quality criteria and the factor structure of the Serbian translation of the Psychological Mindedness Scale (PMS) (Shill and Lumley, 2002). In this paper we offer the detailed description of the translation and validation procedures we fallowed. Psychological Mindedness outlines the interest as well as the ability of an individual to introspectively reflect on emotions and conflicts. The sample consisted of 166 university students. Results indicate good psychometric propperties. Internal consitancy is good. Explorative factor analysis suggested that a four factor solution is better that the original five factor, because of fewer cross-loadings and better content validity of the factors. Good convergent validity was demonstrated by a strong negative correlation between the whole PMS, and all four factors separately, and Toronto Alexithymia Scale (TAS-20). Perspectives for further improvement of the instrument and its application in therapeutic process are discussed in the conclusion.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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".