Juvenile street gang members and ethnic identity in Montreal, Canada
Bibliographic record
Abstract
This study explores ethnic identity and ethnic culture and the role they play in the lives of young men in gangs. Fifty male youths between the ages of 14 and 20 were interviewed. These youths were of French (10), Haitian (10), Jamaican (10), and Latino (10) ethnicity. Ten youths from a variety of other ethnic backgrounds were also interviewed. All youths were confined in maximum-security detention centers in Montreal, Canada. Participatory observation of males who were full-fledged gang members or affiliated with gang members was conducted at these centers. Analysis for this dissertation was conducted following the Birmingham School perspective and Herbert Gans's theory of symbolic ethnicity. The Birmingham School perspective is used to explore symbolic meaning behind specific styles [i.e. hairstyles, image, demeanor] and the degree to which they are interrelated with these young men's ethnic culture and ethnic identity, and how these various styles are signifiers of resistance or belonging. Herbert Gans's conception of symbolic ethnicity is used to explore ethno-cultural identity and its meaning in gang life. The research shows that these gangs (the French, Haitian, Jamaican, Latino, and youths from a variety of other ethnic backgrounds) are organized along racial and ethnic lines. Latinos were most likely to explicitly identify preservation of ethnic identity and ethnic culture as important components of gang life. This research is exploratory and identifies important issues for further investigation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.017 | 0.002 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".