Humor styles and personality-vulnerability to depression
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 Sociotropy and autonomy are personality dimensions that represent vulnerabilities for depression, although relatively little is known about the social-psychological mechanisms underlying this association. The present research tested associations between personality-vulnerability dimensions, depressive symptoms, and positive and negative styles of humor in undergraduates as one means of characterizing the social interaction patterns of sociotropic and autonomous individuals. Sociotropy was associated with a self-defeating humor style, whereas Need for Control (an autonomy dimension) was related to the use of an aggressive humor style. Increased use of a self-defeating humor style and decreased use of self-enhancing and affliative humor styles, were associated with increased depressive symptoms. The results are discussed relative to personality-vulnerability theories of depression.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.003 | 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