MétaCan
Menu
Back to cohort
Record W2154596074 · doi:10.5539/jpl.v5n2p175

Democracy, Governance, Legislative Challenges and Impediments in Nigeria, 1999 - 2011

2012· article· en· W2154596074 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.

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

VenueJournal of Politics and Law · 2012
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicLeadership and Management in Organizations
Canadian institutionsnot available
Fundersnot available
KeywordsLegislatureDemocracyPoliticsPublic administrationCorporate governancePolitical scienceGovernment (linguistics)LegitimacyPolitical economySustenanceSociologyLawEconomics

Abstract

fetched live from OpenAlex

The concepts of democracy and governance have come to occupy a more “prominent position in the discourse of national and international development”. They have become key notions in which “citizens can have a more active role” which should enhance their positive view of the “increase legitimacy of the state”. As a matter of fact, both concepts are inseparable from the existential characteristics of all political animals all over the world. They continue to determine the “democratic political arrangement” and, dictate the landscapes and operational nerves of all civilized democratic polities in today’s ICT-driven world particularly in terms of the functional performance of the horizontal organs of government which have increasingly gained prominence vis-à-vis public policy and responsive service delivery.One of the critical components/units of these horizontal organs is the Legislature. The Legislature constitutes a cardinal part of the major pillars of the governance process in the democratic political systems of today’s world, Nigeria inclusive. Thus, this paper generally examines the challenges and impediments faced in Nigeria by the legislature over the years and concludes with the prescriptions for better legislative political terrains and the steps to be taken to make the Legislature in Nigeria more relevant to the sustenance of the ingredients and values of democracy and good governance.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.894
Threshold uncertainty score0.297

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 communication0.0000.001
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 head0.024
GPT teacher head0.237
Teacher spread0.213 · 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