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Record W4413383385 · doi:10.21271/zjhs.29.4.7

دۆخى ئهنارشیزم لهسیستهمى نێودهوڵهتى نوێ لهڕۆژههڵاتى ناوهراست دواى ساڵى 2011هەتا٢٠٢١

2025· article· ckb· W4413383385 on OpenAlexaff
Rebin Abdalrahman Fatah

Bibliographic record

VenueZanco Journal of Humanity Sciences · 2025
Typearticle
Languageckb
FieldEngineering
TopicMilitary Technology and Strategies
Canadian institutionsAlberta Energy
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

پوختە ئه‌م توێژینه‌وه‌یه‌ گرنگى داوه‌ به‌پاشخانێكى كورتى مێژوویى بۆ خودى چه‌مكى ئه‌نارشیزم ولێكه‌وت وكاردانه‌وه‌كانى، هه‌روه‌ها كاریگه‌رى ئه‌م چه‌مكه‌ له‌سه‌ر شوێن وجێگه‌ى وڵاتان په‌یوه‌ندییان به‌ئاستى هێزى یه‌كترییه‌وه‌، هه‌روه‌ها هۆكارى ئه‌و نائارامى وناسه‌قامگیرییه‌ى كه‌ له‌رۆژهه‌ڵاتى ناوه‌راستدا بوونى هه‌یه‌، هۆكاره‌كه‌ى په‌یوه‌نیداره‌ به‌بوونى ئه‌نارشیزمى نێوده‌وڵه‌تى وگواستنه‌وه‌ى ئه‌مه‌ بۆ رۆژهه‌ڵاتى ناوه‌راست بۆ واقعی كردارى، به‌تایبه‌ت دواى رووداو و گۆڕانكارییه‌كانى وڵاتانى عه‌ره‌بی له‌ساڵى 2011، سه‌نگ وقورسایى وپێگه‌ى و وڵاتان له‌ سیاسه‌تى ده‌ره‌وه‌ییان به‌رامبه‌ر به‌و ژینگه‌ییه‌ى كه‌ سیاسه‌ته‌كه‌ى ئاراسته‌ ده‌كه‌ن. ئه‌م توێژینه‌وه‌یه‌ جه‌خت ده‌كاته‌ سه‌ر ژینگه‌ى سیسته‌مى سیاسى نێوده‌وڵه‌تى وكارلێك و به‌ریه‌ككه‌وتنه‌كانى هێزه‌كان تیایدا له‌ناو ناوچه‌ى رۆژهه‌ڵاتى ناوه‌راست به‌تایبه‌ت دواى گۆڕانكارییه‌كانى وڵاتانى عه‌ره‌بی له‌ساڵى 2011، وپێكدادانى به‌رژە‌وه‌ندنى ده‌وڵه‌تان له‌ناو چوارچێوه‌ى ئه‌و وڵاتانه‌ى كه‌ شۆڕش وراپه‌رین تیادا روویدا. وهه‌موو ئه‌و كارلێك وپه‌یوه‌ندییانه‌ى كه‌ له‌ نێوان وڵاتاندا هه‌یه‌، ته‌نها به‌ئه‌ندازه‌ى پێویست بۆ په‌یبردن به‌ئاستى ئه‌وه‌ى چ كاریگه‌رییه‌كیان هه‌یه‌ له‌سه‌ر خودى ئه‌و نا ئارامییه‌ى كه‌ له‌سیسته‌مى نێوده‌وڵه‌تیدا هه‌یه‌. وشه‌ كلیلیه‌كان: ئه‌نارشیزم سیسته‌مى نێوده‌وڵه‌تى رۆژهه‌ڵاتى ناوه‌راست

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.369
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0000.001
Open science0.0020.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.018
GPT teacher head0.269
Teacher spread0.251 · 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.

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

Citations0
Published2025
Admission routes1
Has abstractyes

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