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Record W4392902162 · doi:10.1080/21520844.2024.2314447

The <i>de facto</i> Autonomous Governance and Stability in the Middle East: The Case of Kurds in Rojava

2024· article· en· W4392902162 on OpenAlex
Haval Ahmad, Emma MacTavish, Kenneth Christie

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueThe Journal of the Middle East and Africa · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicTurkey's Politics and Society
Canadian institutionsRoyal Roads University
FundersAssociation for the Study of the Middle East and Africa
KeywordsDe factoCorporate governanceIdeologyMiddle EastPolitical sciencePolitical economyIslamDemocracyState (computer science)LawSociologyBusinessGeographyPolitics

Abstract

fetched live from OpenAlex

While the fight against ideological warfare of the Islamic State (ISIS) would not be possible without an effective counter ground operation led by the Kurds, these unique players in regional stability have contributed to the mitigation, and in some cases the elimination of Islamist extremist ideology, conducing to the human security of the region.Viewing these actions within a pro-democracy approach, this paper will demonstrate why the international community, led by the United States and EU, needs to, indeed ought to consider the Kurdish de facto autonomous region model as an element for stability.The resulting outcome could help contribute to the regional security of the Middle East, and also prevent the perpetration of any future atrocities against the Kurds and other minorities.Through a collective case study and a qualitative set of data, this paper will evaluate the de facto autonomous governance experience of the Kurds, its impact, and its potential.

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.

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)0.000
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 score0.102
Threshold uncertainty score0.584

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
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 integrity0.0000.001
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 head0.061
GPT teacher head0.264
Teacher spread0.203 · 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