Validation of the Arabic Humor Styles Questionnaire in a Community Sample of Lebanese in Lebanon
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
The Humor Styles Questionnaire (HSQ) is a measure of two potentially beneficial (affiliative and self-enhancing) and two potentially detrimental (self-defeating and aggressive) humor styles. Validation of the Arabic translation of the HSQ in the Lebanese culture, in which the self is construed as interdependent and in-group relatedness is seen as the primary determinant of well-being, indicates that four humor styles exist in the Lebanese context but that aggressive humor is less clearly distinct in this case, that self-defeating humor may be less clearly maladaptive for the interdependent self of the Lebanese, and that the four humor styles are not as strong predictors of psychological and social well-being in the Lebanese context as they are in the West. The findings suggest conceptual rethinking of humor styles in cultural contexts in which the self is construed as interdependent.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it