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Record W2809596803 · doi:10.3138/gsi.12.1.03

State-Organized Starvation: A Weapon of Extreme Mass Violence in Matabeleland South, 1984

2018· article· en· W2809596803 on OpenAlexvenueno aff
Hazel Cameron

Bibliographic record

VenueGenocide Studies International · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican studies and sociopolitical issues
Canadian institutionsnot available
Fundersnot available
KeywordsOpposition (politics)TorturePoliticsGrassrootsPolitical scienceCriminologyState (computer science)Government (linguistics)LawCoercion (linguistics)SociologyHuman rights

Abstract

fetched live from OpenAlex

This paper explores an episode of state led extreme mass violence in Zimbabwe, commonly referred to as Gukurahundi, with a specific focus on the second phase of the campaign in Matabeleland South in early 1984. During this phase, the state targeted both the political structure of the main political opposition party of ZAPU, as well as the minority Ndebele ethnic group from which ZAPU drew much of its grassroots level political support. Between February and April 1984, the Government of Zimbabwe used food as a political and military weapon of coercion, torture, punishment, and death against the Ndebele people of Matabeleland South. Analysis of (a) transcripts of interviews with survivors and witnesses, and (b) official government communications, between the US Department of State and the American embassy in Harare during 1984, obtained by Freedom of Information (FOI) requests, sheds a critical new lens on the policy of starvation and punishment. The original sources compiled in this study provide evidence of: (1) the suffering of the innocent Ndebele victims of state crime, (2) the knowledge that was available to the Western diplomatic community, (3) the response of the US government to the atrocities, and (4) the response of the Government of Zimbabwe to the atrocities. This study concludes that the deprivation of food supplies, which formed a significant element of this state campaign, deliberately brought between 350,000 and 400,000 people to the extreme edge of starvation in contravention of international law. Corroborating reports from credible sources evidences that these Zimbabwean state crimes resulted in the death of men, women, and children from starvation and dehydration as well as through injuries and illness exacerbated by hunger and malnutrition induced by the government's strict curfew and forced starvation.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.050
Threshold uncertainty score0.099

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.004
Scholarly communication0.0010.001
Open science0.0000.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.062
GPT teacher head0.364
Teacher spread0.302 · 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 designObservational
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

Citations22
Published2018
Admission routes1
Has abstractyes

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