A Closer Look at the Relationship Between Low Self-Control and Delinquency
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
We explore how identity processing styles affect the relationship between self-control and delinquency. We use data from the National Longitudinal Survey of Children and Youth (NLSCY) to examine whether the effects of the diffuse-avoidant, normative, and informational identity styles mediate and interact with the relationship between self-control and delinquency. Our results show that self-control is associated with the three identity styles and that identity styles mediate and moderate the effect of self-control on different types of delinquency. Self-control is partially mediated in predicting different types of delinquency and is fully mediated when predicting heavy marijuana use. In addition, interactive effects of identity styles and self-control are observed for drug and alcohol use but not crimes against persons and property.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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