Psychometric Properties and Measurement Invariance of the Arabic Version of the Flourishing Scale
Bibliographic record
Abstract
The flourishing Scale (FS) is a measure of overall life well-being. The aim of the study was to assess the psychometric properties and measurement invariance of the Arabic version of the FS in the Saudi Arabian context. Data was collected from two samples: 969 students at two universities and 299 full-time employees working in multiple sectors. Internal consistency of the FS was examined by calculating Cronbach’s alpha coefficient to test relaibility. To evaluate convergent and discriminant validity, the FS was compared with other measures of well-being, happiness, and depression. In order to examine the factor structure and the measurement invariance of the FS across study samples, confirmatory factor analysis and multi-group confirmatory factor analysis were performed. The FS showed good internal reliability as well as convergent and discriminant validity. Results also provided support for a one-factor and an invariant structure of the FS. Taken together, these results suggest that the FS Arabic version is a reliable and valid measure for the Arabic cultural context.
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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 | 0.001 |
| 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) | 0.000 | 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".