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Record W4230015832 · doi:10.2307/40203996

Peacekeeping's Poor Cousin: Canada and the Challenge of Post-Conflict Policing

2004· article· en· W4230015832 on OpenAlexaboutno aff
Timothy Donais

Bibliographic record

VenueInternational Journal Canada s Journal of Global Policy Analysis · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsPeacekeepingCriminologyCousinPolitical scienceSociologyLaw

Abstract

fetched live from OpenAlex

This paper examines Canadian experiences, policies, and practices with regard to police reform – a key element of the security sector reform agenda – in post-conflict or failed states. While an entire mythology has developed around Canada’s role as originator and long-standing champion of peacekeeping in its military guise, less attention has been paid to policing as the second core pillar of security in transitions from conflict to peace. This is gradually changing, as the limitations of military peacekeepers as agents of peacebuilding become more evident, and as it is increasingly recognized that building sustainable peace in the absence of minimal levels of public security is next to impossible. In many ways, post-conflict police assistance – including the provision of international civilian police for monitoring or law enforcement roles as well as longer-term training and institutional development assistance – is an issue tailor-made for Canadian foreign policy, combining national commitments to human security, to peacebuilding, and to the export of core Canadian values such as peace, order, and good government. However, while Canada’s contributions in this area to date are far from negligible, neither has it been an international leader. The paper will assess Canada’s contributions, and the possibilities for greater Canadian involvement, in this area. It will consider both domestic and international obstacles to a greater Canadian role – such as chronic personnel shortages, interdepartmental politics, and the hodgepodge of inadequately coordinated institutional actors already active in the field – and examine ways in which some of these challenges might be overcome.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.689
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.009
GPT teacher head0.286
Teacher spread0.278 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations5
Published2004
Admission routes1
Has abstractyes

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