MétaCan
Menu
Back to cohort
Record W2053757483 · doi:10.1080/02634937.2013.843387

The hollowing-out of the liberal peace project in Afghanistan: the case of security sector reform

2013· article· en· W2053757483 on OpenAlexaff
Mark Sedra

Bibliographic record

VenueCentral Asian Survey · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicPolitics and Conflicts in Afghanistan, Pakistan, and Middle East
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsSecurity sector reformAfghanPolitical sciencePublic administrationPoliticsPolitical economyHuman securityDemocracyCorporate governanceInternational securityState (computer science)LawSociologyEconomicsManagement

Abstract

fetched live from OpenAlex

Security sector reform (SSR) has been described as a linch-pin of the liberal state-building and peace-building processes in Afghanistan. The process was originally framed in accordance with the core liberal principles of the SSR model, prioritizing good governance, respect for human rights, sustainability, and democratic civilian control. However, as time passed and security and political conditions began to deteriorate on the ground, the process would gradually revert to a more conventional train-and-equip form, with its core liberal principles stripped away. The slide toward expediency experienced by the SSR process in Afghanistan demonstrates the deeply flawed manner in which the liberal peace project was advanced in Afghanistan. SSR donors became increasingly ambivalent about the human-security objectives of SSR, which were superseded by exigencies of the counterinsurgency, regional security, and domestic pressure for withdrawal. The Afghan experience has raised further doubt about the viability of the orthodox SSR model in conflict-affected countries, already the subject of significant critical debate.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.865
Threshold uncertainty score0.911

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.031
GPT teacher head0.294
Teacher spread0.264 · 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 designTheoretical or conceptual
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

Citations17
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueCentral Asian SurveySame topicPolitics and Conflicts in Afghanistan, Pakistan, and Middle EastFrench-language works237,207