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Record W1997786216 · doi:10.5430/jms.v4n3p56

Industrial Unionism and Its Bargaining Correlates in Nigeria Industrial Relations System

2013· article· en· W1997786216 on OpenAlexvenueno aff
Francis C. Anyim, Joy Onyinyechi Ekwoaba, Adedoyinsola Olajumoke Shonuga

Bibliographic record

VenueJournal of Management and Strategy · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsnot available
Fundersnot available
KeywordsIndustrial relationsRestructuringCollective bargainingLabor disputesLabor relationsDoctrineTrade unionGovernment (linguistics)EconomicsBusinessPolitical economyPolitical scienceEconomic systemMarket economyLabour economicsLawManagementFinance

Abstract

Between 1960-1966, industrial relations system in Nigeria was based on Laissez-faire doctrine or voluntary ethic. The colonial trade union ordinance of 1938 allowed any five or more persons to form trade unions. The trend led to the proliferation of over 1000 mushroom unions which were not well organized and badly managed. Besides, all was not well with the organization, administration, finance, leadership and foreign relations of the unions. It was against this backdrop that government initiated a move to restructure the trade unions along industrial lines. The objective of this paper is to highlight the impact of industrial unionism on industrial relations system in Nigeria and also to examine the implications and changes it has created in the pattern of collective bargaining especially the multi-employer bargaining. The paper in its methodology adopted a theoretical approach which was blended with the authors’ versed and practical knowledge of the subject and trend of events. The paper concludes with recommendations on ways to make the multi-employer bargaining more effective or result-oriented.

Stored with the screening record, where it is evidence for the labels above.

How this classification was reachedexpand

The three-model screen

all 5,600 screened works →

All three models called this out of scope.

stratum: venue_new · design weight: 2684.25 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: conceptual
about Canada: no
confidence: high

Analysis of industrial unionism and collective bargaining in Nigeria; the object is an industrial relations system.

GPT-5.6 (high)OUT
genre: conceptual
about Canada: no
confidence: high

The paper analyzes industrial unionism and collective bargaining in Nigeria, not research itself.

Grok 4.5OUT
genre: empirical
about Canada: no
confidence: high

Industrial relations and unionism in Nigeria; labor studies domain.

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)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.011
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0030.002
Scholarly communication0.0030.001
Open science0.0000.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0110.001

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 head0.045
GPT teacher head0.268
Teacher spread0.223 · 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 designObservational
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

Citations5
Published2013
Admission routes1
Has abstractyes

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