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Record W2137570681

Misplaced Loyalties: The Role of Military Culture in the Breakdown of Discipline in Two Peace Operations

2000· article· en· W2137570681 on OpenAlexaffabout
Donna Winslow

Bibliographic record

VenueData Archiving and Networked Services (DANS) · 2000
Typearticle
Languageen
FieldSocial Sciences
TopicAnthropology: Ethics, History, Culture
Canadian institutionsUniversity of OttawaInstitute on Governance
Fundersnot available
KeywordsInsignificanceSoftware deploymentSet (abstract data type)WishEvent (particle physics)Political scienceHistoryLawSociologySocial psychologyPsychologyEngineeringAnthropologyComputer science
DOInot available

Abstract

fetched live from OpenAlex

Leo Tolstoy once wrote that the deeper we delve in search of causes, the more of them we discover. And each single cause or series of causes appears to us equally valid in itself, and equally false by its insignificance compared to the magnitude of the event. Today I wish to talk to you about just one set of possible causes for the breakdown of discipline in two peace operations – the Canadian deployment to Somalia and the events which occurred in Bacovici in the Former Republic of Yugoslavia. Being a cultural anthropologist my intention of course is to talk about culture and particularly military culture and the role this culture can play in operations other than war.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.567
Threshold uncertainty score0.932

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 science0.0020.000
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 head0.016
GPT teacher head0.327
Teacher spread0.311 · 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 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

Citations31
Published2000
Admission routes2
Has abstractyes

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