MétaCan
Menu
Back to cohort
Record W2280698781 · doi:10.5539/jpl.v9n1p21

Governance and Constitutional Issues in the Nigerian Local Governments

2016· article· en· W2280698781 on OpenAlexvenueno aff
Taiwo A. Olaiya

Bibliographic record

VenueJournal of Politics and Law · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican Education and Politics
Canadian institutionsnot available
Fundersnot available
KeywordsGrassrootsDevolution (biology)FederalismState (computer science)Corporate governancePublic administrationGovernment (linguistics)Local governmentAdministration (probate law)Political scienceService delivery frameworkService (business)Political economyLawSociologyEconomicsEconomyPoliticsManagement

Abstract

fetched live from OpenAlex

A challenge gaining momentous notoriety in the discourse of governance crisis is the pattern of underperformance at the grassroots. This paper delved critically into the factors that accounts for this oft-touted performance crisis, with emphasis on areas of the discourse not hitherto examined. Focusing on peculiar characteristic of the Nigerian state, its ‘unitarised’ federalism occasioned by prolonged military administrations, regional politicking, and constitutional subjugation into excessive control from the component units, the paper interrogated what the fates of the local government might have portend were contrary to be the cases. Added to this is the pervasive corrupt environment and administrative bottlenecks under which the local government administration in Nigeria is subjected. The paper concluded, among others, that proper devolution of powers is critical to enhanced service delivery at the grassroots in Nigeria.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.079

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.027
Scholarly communication0.0120.003
Open science0.0000.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.316
Teacher spread0.300 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations7
Published2016
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Politics and LawSame topicAfrican Education and PoliticsFrench-language works237,207