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Record W2478359332 · doi:10.1177/0309816816661148h

Book Review: <i>Morality and Economic Growth in Rural West Africa. Indigenous Accumulation in Hausaland</i> by Paul Clough

2016· article· en· W2478359332 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueCapital & Class · 2016
Typearticle
Languageen
FieldComputer Science
TopicEconomic Growth and Development
Canadian institutionsnot available
Fundersnot available
KeywordsMoralityIndigenousPolitical scienceSociologyEconomicsDevelopment economicsLawBiologyEcology

Abstract

fetched live from OpenAlex

This book is the product of research which the author, Paul Clough, carried out over more than twenty years, among the Hausa farmer-traders in Nigeria. The Hausa are one of the largest ethnic groups in Africa and, through their amalgamation with the Fulani, have dominated Nigerian politics since the country’s independence. The study draws on the notion of accumulation with special reference to capital accumulation: the investment of money or a financial asset to generate more money as profit, rent, interest, capital gain, royalties and other returns, enabling wealth to appreciate in value. While gleaning important insights from Karl Marx’s writings around the concept and processes involved, Clough’s study underlines the limits of theories having a Eurocentric bias.&#13;\nIn the words of Canadian sociologist D. W Livingstone (1995, p. 64): “Marx as well as subsequent orthodox Marxists and most critical Western Marxist intellectuals have operated from a Eurocentric world view which has regarded European civilisation as the dynamic core of global life.” The same goes for non-Marxist classical European social theorists such as Max Weber and a host of other western intellectuals. As the book underlines, one must treat their conceptual tools carefully when applying or reinventing them in different non-Western contexts, as is the case with Nigeria [excerpt].

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.245
Threshold uncertainty score0.536

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 head0.011
GPT teacher head0.229
Teacher spread0.218 · 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