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Record W4206632444 · doi:10.33423/jabe.v23i3.4350

What Next for the Political Economy of Development in Africa? Facing Up to the Challenge of Economic Transformation

2021· article· en· W4206632444 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 Applied Business and Economics · 2021
Typearticle
Languageen
FieldComputer Science
TopicEconomic Growth and Development
Canadian institutionsnot available
Fundersnot available
KeywordsProductivityIncentivePoliticsEconomicsEconomic systemNeglectAgricultureDividendChinaMarket economyDevelopment economicsPolitical economyEconomic growthPolitical science

Abstract

fetched live from OpenAlex

Sub-Saharan Africa faces an alarming long-term outlook. With a massive demographic dividend in prospect, few countries have the means to turn this to their advantage by rapidly expanding employment-intensive economic sectors. Economic analysis is facing up to this challenge, with new attention to structural change, technology absorption and the capabilities of firms. However, this article argues, it has not got to the nub of the problem. Two connected issues have been under-examined: the productivity breakthrough in agriculture without which employment-intensive manufacturing will not take off; and the weak producer incentives generated by prevailing rural social-property relations. While most economists are ‘Smithian’ in their neglect of property relations, political science research has done less than it might to help. Responding energetically to ‘bringing the state back in’, it has generated a rich body of evidence on the configurations of power that make regimes effectively developmental. But these findings remain crucially incomplete. In future, the focus should be on the political economy of bringing productivity-enhancing social disciplines to the countryside.

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)0.001
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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.419
Threshold uncertainty score0.272

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.031
GPT teacher head0.216
Teacher spread0.186 · 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