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Record W7066327652

How many foreign fighters are In Syria

2016· report· en· W7066327652 on OpenAlexaboutno aff

Bibliographic record

VenuePublication Server of Goethe University Frankfurt am Main (Goethe University Frankfurt) · 2016
Typereport
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsBreakoutForeign policyMiddle EastForeign relationsIraq war
DOInot available

Abstract

fetched live from OpenAlex

It is estimated that a number between 27,000 and 31,000 foreign fighters have been flocking to Iraq and Syria since the breakout of the war in 2011.An updated assessment of the flow of foreign fighters into Syria and Iraq shows that there is a significant increase in the number of foreign fighters travelling to Syria.Data provided by the Soufan Group in 2014 estimated that the identifiable number of foreign fighters is approximately 12,000 from 81 countries.It was also believed that the number of foreign Jihadists coming form Western countries does not exceed 3000: "Around 2,500 are from Western countries, including most members of the European Union, the United States, Canada, Australia, and New Zealand", according to Soufan's initial report on Foreign Fighters in Syria.Now the number exceeds 27,000 foreign fighters from at least 86 countries.

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)0.005
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.418
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.002
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0070.006
Science and technology studies0.0010.002
Scholarly communication0.0000.004
Open science0.0070.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0030.001

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 head0.028
GPT teacher head0.222
Teacher spread0.195 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2016
Admission routes1
Has abstractyes

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