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Record W4389568452 · doi:10.1177/00020397231211935

State Capacity and Elite Enrichment in Uganda's Northeastern Periphery

2023· article· en· W4389568452 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.

fundA Canadian funder is recorded on the work.
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

VenueAfrica Spectrum · 2023
Typearticle
Languageen
FieldEnvironmental Science
TopicRangeland Management and Livestock Ecology
Canadian institutionsnot available
FundersUniversity of Toronto
KeywordsEliteAuthoritarianismState (computer science)PoliticsPopulationGovernment (linguistics)Natural resourceInvestment (military)Political scienceEconomic growthDevelopment economicsPolitical economyEconomicsSociologyDemocracyLaw

Abstract

fetched live from OpenAlex

In the mid-2000s, Uganda's authoritarian National Resistance Movement (NRM) regime set out to extend state control over Karamoja, a long-neglected region in the northeast of the country. This effort has involved large-scale deployment of security personnel, investment in an expansive administrative system used to subdue the local population, and construction of physical infrastructure that connects Karamoja with the rest of Uganda and facilitates the exploitation of the region's natural resources by members of the political elite. Government bodies in Karamoja capably perform functions that benefit the NRM elite and regime; other government responsibilities, notably for public service provision, have been assumed by non-state organisations. This article shows that the unevenness of state capacity in the region is the result of a coherent strategy that the regime has implemented across Uganda; developments in Karamoja illuminate this strategy and, thereby, help to account for the apparent incongruity of the country's political system.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.057
Threshold uncertainty score0.966

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.010
GPT teacher head0.197
Teacher spread0.187 · 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