Community Policing in Mexico The Framework of Resistance and Conditions of Possibility
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
The complex environment of insecurity, violence and crime that characterizes Mexico today renders traditional crime fighting, based exclusively on police reaction and an inquisitorial criminal system, ineffective. This was the only answer to all types of crimes for decades. For this reason, from 2011 INSYDE has been participating and exploring, in partnership with various government forces and determined voices, new ways of implementing community policing actions in Mexico and promoting reconciliation and police-community proximity. They have been encouraged by the firm conviction of the importance of our legitimate human right to safety and our desire for a more democratic, modern and citizen-focused police. This paper explores some of the findings and challenges that the community policing model presents in Mexico in order to find a place in preventive police forces.
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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 | 0.003 | 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 | 0.000 | 0.001 |
| 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