MétaCan
Menu
Back to cohort
Record W4387811879 · doi:10.1111/polp.12560

Parasitical elitism in a sectarianized political system with a rentier economy: The power and practice of the Iraqi political elite after 2003

2023· article· en· W4387811879 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePolitics &amp Policy · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsnot available
Fundersnot available
KeywordsElitePoliticsLegitimacyPolitical economyPolitical scienceEconomicsCorporate governanceDevelopment economicsEconomyLawFinance

Abstract

fetched live from OpenAlex

Abstract This article theorizes the role of the elite in a sectarianized political system with a rentier economy. It argues that by virtue of the sectarian and ethnic representation of the sub‐identities, the long‐term interests of society are neglected. The reliance on natural resources creates a competition within the elite to seize the state's revenue for narrow interests. Finally, in such a setting, the elite attempts the monopolization of the flow of information to the public to shore up its legitimacy. The case study is Iraq since it is one of the few, if not the sole, sectarianized political system with a rentier economy. The political elite, despite an abysmal performance for nearly two decades, has been resilient and garnered more power. The continuous malpractice encompasses all the political players who agree on the governing rules by which they maintain their position within the system, and with limited circulation of the elite. Related Articles Ali, Hamid E., and Shahjahan Bhuiyan. 2022. “Governance, Natural Resources Rent, and Infrastructure Development: Evidence from the Middle East and North Africa.” Politics & Policy 50(2): 408–40. https://doi.org/10.1111/polp.12451 . Howie, Peter. 2018. “Policy Transfer and Diversification in Resource‐Dependent Economies: Lessons for Kazakhstan from Alberta.” Politics & Policy 46(1): 110–40. https://doi.org/10.1111/polp.12239 . Khodr, Hiba. 2014. “A Preliminary Comparative Study of Policy Making in Two GCC Countries—Qatar and Kuwait: Processes, Politics, and Participants.” Politics & Policy 42(2): 271–310. https://doi.org/10.1111/polp.12068 .

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)0.001
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.701
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.322
Teacher spread0.306 · 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