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
This paper examines the effects of trauma on youth gang involvement. It focuses on the repercussions that trauma can have on youth, which may result in them looking for like-minded adolescents who are in gangs. The need for support can stem from the reoccurring trauma that the individuals face at an early age and the gang can appear as a safe haven from their lives. This paper argues that the experiences of direct and indirect trauma can put these adolescents on a different life path compared to their peers. Youth need to be actively supported in their families and in the education system in order to succeed. The way society reacts and responds to adolescents who are experiencing trauma will set the tone on how they develop in the future. These youth should be seen as a societal responsibility, and when they are left behind or fall through the cracks of certain social institutions, it should be seen as a failure by the social system and not the individual being seen as a failure. Because of these failures, trauma is a social phenomenon that can lead to youth gang involvement.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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