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Record W1596299417

Public Opinion and the Public Policy Making Process in Nigeria: A Critical Assessment

2015· article· en· W1596299417 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

VenueCanadian social science · 2015
Typearticle
Languageen
FieldDecision Sciences
TopicBusiness Strategies and Management Research
Canadian institutionsnot available
Fundersnot available
KeywordsPublic opinionEliteFunctional illiteracyPublic policyProcess (computing)PovertyPolitical sciencePublic administrationDemocracyState (computer science)Economic growthPoliticsLawEconomics
DOInot available

Abstract

fetched live from OpenAlex

The process of making public policies is often influenced by a number of factors and considerations, one of which is public opinion. But the relationship between public opinion and the public policy-making process is a difficult one. This essay critically assesses the role of public opinion in the policy-making process in Nigeria, and while it is acknowledged that responsive and genuinely democratic governments are hugely sensitive to the opinions of the citizens on issues of public policy, it is argued that this is not the case in Nigeria. With the aid of the elite and class analytical models, it is contended that the opinions of the Nigerian masses hardly impinge on the policy-making process, and the “public” policies churned out of this process are often designed to promote and protect the class interests of those who control the Nigerian State. It is concluded that the extreme poverty and illiteracy which pervade the Nigerian society have emasculated and disempowered the majority of the people and made them inconsequential observers in the policy-making process in the country.

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)0.010
metaresearch head score (Gemma)0.011
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.953
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.006
Science and technology studies0.0010.003
Scholarly communication0.0040.001
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 head0.271
GPT teacher head0.499
Teacher spread0.228 · 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