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The Cold War and Africa’s Political Culture

2020· article· en· W3035625732 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueVestnik RUDN International Relations · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican history and culture studies
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsClientelismPoliticsDictatorshipPolitical economyPolitical culturePolitical scienceColonialismIdeologyPejorativeContext (archaeology)PaternalismDevelopment economicsLanguage changeDemocracySociologyLawHistoryEconomics

Abstract

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Leadership and political systems in most of Africa have been described in several negative ways. Paternalism, clientelism, dictatorship, corruption and such pejorative labels have been used to described the type of politics prevalent in most of Africa today. A number of studies have explained Africa’s political challenges in the context of the choices of postcolonial African leaders. Others have pointed to European colonial exploitation and its destructive legacies as the foundations of the perverse political culture that define contemporary Africa. While these factors play important roles in defining the type of politics that has endured in the continent during the past half century, this paper takes a look at another epoch that had significant impacts on Africa’s political culture. The paper argues that the foreign policies of the United States and USSR - two major actors in Africa during the Cold War - had some of the most significant impacts on the political culture that evolved in postcolonial Africa. In pursuit of ideological supremacy, these foreign actors focused on undermining each other, with little consideration on how their actions in Africa were shaping the continent’s political development. By providing military support to opposing forces in African countries, the Cold War actors institutionalized a violent political culture in postcolonial Africa.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.968
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.028
GPT teacher head0.286
Teacher spread0.258 · 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