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Record W6986552773

Private policing in the former Yugoslavia : a menace to society?

2010· article· en· W6986552773 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Maribor digital library (University of Maribor) · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicPolicing Practices and Perceptions
Canadian institutionsnot available
Fundersnot available
KeywordsPrivate securityExtant taxonVariety (cybernetics)State (computer science)Empirical researchPrivate sectorSecurity studies
DOInot available

Abstract

fetched live from OpenAlex

This paper aims to give an empirical overview of the 'privatization' of security (or, in a more narrow sense, policing) services within the former countries of the Socialist Federal Republic of Yugoslavia namely, Slovenia, Croatia, Serbia, Kosovo, Bosnia-Herzegovina, Macedonia and Montenegro.Observations are put in light of the extant literature on private policing worldwide.Design/Methodology/Approach:The paper draws on a literature review of academic publications, NGO-reports and other relevant written sources. Findings:Although it is not possible to offer a full picture of the current developments in the region, we argue that the rise of private security markets shows significant variety throughout former Yugoslavian countries, as does the level of state regulation.Moreover, contrary to the views of doomsayers critical of the provision of commercial security, academics and observers alike are optimistic about private security personnel becoming a legitimate and stabilizing presence in post-conflict zones such as the Balkans. Research implications:The persistence of divergence in private policing trajectories within the former Yugoslavia underscores the need for more detailed cross-national studies that take account of differences, as well as similarities, in how commercial security industries are governed and regulated by state institutions. Practical implications:Public as well as private policy-makers in the field of security serve as appropriate anchor points to facilitate, direct and regulate private policing activities across the former Yugoslav republics.Originality/Value:The growing body of knowledge on private policing is heavily suffused by predominantly North American, Canadian, British and Australian studies.Nonetheless, research from countries outside the English speaking world has much to contribute to an understanding of private security industries.An examination of the Balkan countries that emerged from the breakup of Yugoslavia is particularly interesting when viewed as a post-conflict legacy.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.613
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.003
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.012
GPT teacher head0.226
Teacher spread0.213 · 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 teacher head, not a consensus.

Study designNot applicable
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
Published2010
Admission routes1
Has abstractyes

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