From Victimization to Criminalization: General Strain Theory and the Relationship Between Poly-victimization and Delinquency
Why this work is in the frame
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Bibliographic record
Abstract
Although it is well established that victimization and delinquency are related, it is not clear how this relationship works, and victims and offenders are still often studied and treated as two distinct groups. General strain theory views victimization as a form of injustice, which can give rise to anger and eventually lead to delinquency. The authors examine victimization, in particular polyvictimization, as a criminogenic factor. Based on a sample of 1,400 youths 12–17 years old in Quebec (Canada), they examine polyvictimization in relation to delinquency as well as negative emotions that can result from victimization namely anger, depression, and posttraumatic stress. The findings show support for general strain theory and highlight the importance of anger for the relationship between victimization and juvenile delinquency.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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