Weaponization and Prisonization of Toronto’s Black Male Youth
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
Informed by Galtung (1969), Anderson (2012) and Wacquant (2001), this paper argues that a lifetime of spiralling and everyday state structural violence and overtly racist criminal profiling principally targeted at young Black men living in the Toronto Community Housing Corporation prepares them for prison. Moreover, it contends that interpersonal violence, transmitted from generation to generation and producing a vicious cycle, is a manifestation of institutionalized and systemic inequity. In the context of a hypermasculine culture, young Black men are both victims and participants in a dialectic of interpersonal-structural violence. Routinely precipitated by powerful state actors and agencies of criminal justice, public policy and assorted ‘moral entrepreneurs’, young Black men have their masculinity weaponized and prisonized by the state’s low-intensity declaration of war against them, and, among others, the poor, LGBTQ, immigrants, and First Nations and other people of colour.
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 | 0.001 | 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) | 0.000 | 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