Resilient Youths Use Humor to Enhance Socioemotional Functioning During a Day in the Life
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
In order to extend previous early years humor research into early adolescence, the authors adapted an innovative ecological research method such that at-risk adolescents could be filmed during an entire waking day in their life. Community youth advocates nominated one 15-year-old female and one 14-year-old male as doing well despite adverse circumstances. We examined the types and functions of these youths’ humor within their social contexts. Their humor included joking, teasing, physical play, light tones, irony, sarcasm, and mocking/parody. Humor served many socioemotional roles, such as navigating complex socially sensitive topics and situations, and facilitating affiliation with friends and family. Humor assists in traversing challenging social terrain and can serve as a protective factor under risky circumstances.
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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 | 0.003 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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