How the Current Culture of Hero Worship Perpetuates Corruption and Dysfunction Within the Canadian Criminal Justice System
Bibliographic record
Abstract
The Canadian criminal justice system prides itself on its adherence to the rule of law and unbiased justice for all within a framework of integrity and tradition. Law enforcement is an integral part of the criminal justice system, the current principles of which were created within a structural functional framework in the 1950’s era that considered social order as the most valuable norm to society. The structural functional framework works within the ideology that if one part of the system is broken, then the system as a whole is dysfunctional. Structural functionalists believe that in response, the system will morph into a new, improved version that will resolve any apparent dysfunctions. It is clear that society’s norms and values have changed since the 1950’s, as evident in evolving gender roles, increased cultural acceptance, and tolerance. Why then has the criminal justice system, well documented in its continued support of white male domination, been so slow to catch up with new social norms? This essay will examine the systemic structural problems inherent within the policing system of Canada and the pervasive inequality and corruption that it perpetuates. I will examine the variables of public
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How this classification was reachedexpand
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 | 0.000 |
| Science and technology studies | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".