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Record W4400886068 · doi:10.62191/roape-2024-0018

Memorials and shifting meanings of rural revolts in South Africa: the Mpondo rural revolts and insurgent scholarship

2024· article· en· W4400886068 on OpenAlexfundno aff
Thembela Kepe

Bibliographic record

VenueReview of African Political Economy · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicSouth African History and Culture
Canadian institutionsnot available
FundersUniversity of TorontoRhodes University
KeywordsScholarshipPolitical sciencePolitical economyDevelopment economicsGender studiesSociologyLawEconomics

Abstract

fetched live from OpenAlex

This article uses the case of the commemoration of the Mpondo Revolts and the massacre by the state of defenceless villagers in Mpondoland in 1960 to argue that the political elite engage in distortions of history for political gain. The ruling party elite have over time omitted or added narratives about the revolts, thus gradually marginalising their significance. Part of the distortion of the history of the revolts is the gradual attempt to change the conversation during the annual commemoration event of the revolts and the Ngquza Hill massacre. While local people continue to be disenfranchised from their land, ironically now by the post-apartheid government, politicians at the memorial event focus not on the issues that were the causes of the revolts, especially the struggles around land, but on apparent local needs, such as electrification, access to clean water and bringing revenue to the villages through tourism. However, memorialisation of historical events is prone to these contested histories and narratives because of the political and financial support of the government in power, institutionalising both tangible and intangible aspects of the history that is being memorialised. It is only through defiant or insurgent scholarship that more accurate versions of the history of events such as the Mpondo Revolts can help to maintain their significance.

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.

How this classification was reachedexpand

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)0.003
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.008
Threshold uncertainty score0.049

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.007
Science and technology studies0.0080.027
Scholarly communication0.0070.007
Open science0.0010.007
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.027
GPT teacher head0.288
Teacher spread0.261 · 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 designQualitative
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

Citations0
Published2024
Admission routes1
Has abstractyes

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