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Record W6994168419

Repliek

2010· article· en· W6994168419 on OpenAlexaboutno aff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsPoliticsProcess (computing)Political process
DOInot available

Abstract

fetched live from OpenAlex

Klep, Christ, Somalië, Rwanda, Srebrenica. De nasleep van drie ontspoorde vredesmissies (Dissertatie Utrecht 2008; Amsterdam: Boom, 2008, 385 blz., ISBN 978 90 8506 668 2). Response The validity of my comparative approach (Somalia-Rwanda-Srebrenica) still stands, in my opinion. At the level of political responsibility and the process of coming to terms with events, the similarities are stronger than the differences. My estimation that the Inquiry reports were ‘hijacked’ by almost all of the stakeholders involved (especially the Canadian, Belgian and Dutch governments) is more of a matter of fact and a political reality than a reproach that ought to have legal implications. Finally, the question of how far the three governments that were involved learned lessons from the three affairs is difficult to answer. Was it not also the wider developments (for example, the switch from the ‘blue’ missions to the more robust ‘green’ missions) that compelled the lessons to be drawn out? This response is part of the discussion forum 'Somalië, Rwanda, Srebrenica' (Christ Klep).

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)0.002
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.243
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.016
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0040.004
Open science0.0010.003
Research integrity0.0040.007
Insufficient payload (model declined to judge)0.2430.140

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 head0.220
GPT teacher head0.594
Teacher spread0.374 · 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 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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