UM OLHAR SOBRE A GESTÃO DA SEGURANÇA PÚBLICA ATRAVÉS DO PROCESSO DE SOCIALIZAÇÃO PROFISSIONAL DO FUTURO POLICIAL NO RIO DE JANEIRO (BRASIL) E EM TORONTO (CANADÁ).
Bibliographic record
Abstract
Este trabalho tem como objetivo principal analisar o incremento de mobilidade cultural propiciada por intermédio da socialização profissional de um grupo ocupacional específico – a polícia – com vistas a dotar o trabalho policial de maior profissionalismo para a realização das atividades relacionadas à manutenção da ordem e da segurança públicas, em duas diferentes cidades – Rio de Janeiro e Toronto. Para a consecução do objetivo proposto, foi realizada pesquisa bibliográfica e de campo. A pesquisa bibliográfica consistiu no exame da literatura nacional e internacional, em particular de língua inglesa sobre cidade, polícia, socialização profissional, mobilidade cultural e democracia. A pesquisa de campo foi realizada nas academias das polícias, civil e militar, do estado do Rio de Janeiro, como também na academia de polícia de Toronto. Abstract: This work has as main objective to analyze the increment of cultural mobility provided by professional socialization of a specific occupational group – the police – to endow the policeman/woman work with more professionalism for the accomplishment of the activities related to order maintenance and public safety, in two different cities – Rio de Janeiro and Toronto. For the attainment of the proposed objective, the investigation included bibliographical research and field-work. The bibliographical research consisted of the exam of the national and international literature, English language in particular, concerning the themes on city, police, professional socialization, cultural mobility and democracy. The field research was carried out in Rio de Janeiro’s civil and military police academies, as well as in Toronto’s police academy.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.008 | 0.017 |
| Science and technology studies | 0.010 | 0.008 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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 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".