MétaCan
Menu
Back to cohort
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 OpenAlex
Thembela Kepe

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.

fundA Canadian funder is recorded on the work.
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

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.

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)0.003
metaresearch head score (Gemma)0.002
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.836
Threshold uncertainty score0.544

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.027
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