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Record W4403709511 · doi:10.24135/dcj.v6i2.33

The Garrison and the Jamaican State: A Model for Co-optation

2024· article· en· W4403709511 on OpenAlexaff

Bibliographic record

VenueDecolonization of Criminology and Justice · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCaribbean history, culture, and politics
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsState (computer science)Political scienceComputer scienceProgramming language

Abstract

fetched live from OpenAlex

The informal system that is present in communities called garrisons in Jamaica often operate outside of the law. Under the leadership of dons, who were initially appointed to carry out the dictates of politicians, the operations of the garrison accounts for approximately 40% of Jamaica’s homicide and is perceived as a socially disorganized space. Research done on these communities suggests that dismantling these communities will ameliorate the high incidence of crime. The main question of this study is, are these communities socially disorganized spaces? The major argument is, the ineptitude of the Jamaican state has resulted in the institution of various mechanisms by non-state actors within these communities to address their justice concerns, and there is an implicit reliance on their services by the Jamaican state. The problem of crime in Jamaica is complex and requires a multi-dimensional approach to addressing the issue. In this paper, I use a Foucauldian lens to highlight the utility of this instituted informal system and suggest that any strategies geared towards addressing crime and violence that occur in these communities should explore coalescing these informal structures into Jamaica’s formal framework.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.104
Threshold uncertainty score0.207

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.019
Scholarly communication0.0070.005
Open science0.0010.005
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0110.001

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.

Opus teacher head0.048
GPT teacher head0.349
Teacher spread0.300 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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Same venueDecolonization of Criminology and JusticeSame topicCaribbean history, culture, and politicsFrench-language works237,207