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An Assessment of Corruption in the Public Sector in Nigeria: A Study of Akure South Local Government Area, Ondo State

2013· article· en· W1570996273 on OpenAlex
Goddy Uwa Osimen, Taiwo Samuel Adenegan, Akinyemi Balogun

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.

venuePublished in a venue whose home country is Canada.
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

VenueCanadian social science · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicCorruption and Economic Development
Canadian institutionsnot available
Fundersnot available
KeywordsLanguage changeTransparency (behavior)PovertyGovernment (linguistics)State (computer science)UnemploymentEconomic growthLocal governmentPublic sectorCorrupt practicesPolitical scienceDevelopment economicsBusinessSocioeconomicsPublic administrationEconomicsPoliticsLaw

Abstract

fetched live from OpenAlex

Issue of corruption in Nigeria has been a major concern to all and sundry in the society. The upsurge of this social menace in Nigeria in recent times is disturbing and it seems the menace has defied all kinds of treatment and the damage it has caused to national life cannot be quantified. The objective of this paper therefore, is to examine and assess corruption in the public sector in Nigeria with particular reference to Akure South Local Government Area of Ondo State. It has generated data based on questionnaires, on the public perception and level of corruption in the study area. The questionnaire and the groups tested were segmented. However, it was observed that many factors such as; lack of transparency, moral laxity, weak government institutions, unemployment and poverty etc were significant factors stimulating corruption in Nigeria. By this result, it means that proactive measure must be shaped towards eradicating corruption in Nigeria. This paper recommends, among others, that government should strengthen the institutions established to fight corruption.

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)0.002
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 score0.744
Threshold uncertainty score0.864

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
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 science0.0010.000
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 head0.031
GPT teacher head0.306
Teacher spread0.275 · 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