Adolescents’ Implicit Theories of Maturity
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
Conceptions of maturity were explored among 170 adolescents in Grades 7 and 10. Adolescents were asked at what ages (and why) they expected to reach adulthood, experience the most freedom, and have the most fun. Adolescents expected to have fun at an earlier age than they expected freedom or adulthood. The majority of adolescents cited the acquisition of independence as critical to their expectations for the ages of adulthood (71%) and freedom (74%). Some chronological transitions, such as reaching driving age (41%) as well as acquiring independence (41%), were associated with the expected age for fun. Adolescents who felt older than their age and engaged in more problem behaviors but were low on psychosocial maturity, were more likely than other adolescents to cite chronological transitions as indicative of freedom. The importance of these conceptions for guiding adolescents through the transition to adulthood is discussed.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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