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Record W4411656911 · doi:10.51847/w9pdlumfyt

10.51847/W9PDlUMfYT

2000· article· en· W4411656911 on OpenAlexvenueno aff

Bibliographic record

VenueTime to knit · 2000
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicTransport and Economic Policies
Canadian institutionsnot available
Fundersnot available
KeywordsExposition (narrative)Diversification (marketing strategy)Thematic mapFalling (accident)Political scienceGeographyBusinessCartographyPsychologyMarketingArtLiterature

Abstract

fetched live from OpenAlex

A large number of states in Nigeria are running on avoidable deficits due to overdependence on centrally allocated crude-oil dependent revenues.Many of the state governments came into power with the mindset of getting monthly allocation from the federation account but the decline in the oil price and the lingering slowdown due to destruction of oil pipeline and installations by militants and vandals have dashed many hopes.Unpaid salaries, uncompleted and abandoned projects and many socio-economic and political challenges are facing governments due to paucity of funds.Even though there had been uneasy silence about how the nation's wealth is being shared among all tiers of government before now, the latest outcry, appears to have polarised Nigeria along regional lines.With the controversy over a more acceptable revenue sharing formula causing a 'war' of words among the various tiers of governments, this paper dismisses any adoption of any new sharing formula for the federating states among other measures.This paper posits that the answer is the diversification of the Nigerian economy and resource governance accountability and transparency.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.887
Threshold uncertainty score0.439

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)0.9910.993

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 head0.008
GPT teacher head0.157
Teacher spread0.149 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2000
Admission routes1
Has abstractyes

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