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Record W4367678458 · doi:10.1093/ia/iiad072

New leaders, new dawns? South Africa and Zimbabwe under Cyril Ramaphosa and Emmerson Mnangagwa

2023· article· en· W4367678458 on OpenAlexaboutno aff
Chenai G. Matshaka

Bibliographic record

VenueInternational Affairs · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican studies and sociopolitical issues
Canadian institutionsnot available
Fundersnot available
KeywordsQueen (butterfly)ManagementPolitical scienceEconomic historyHistoryMedia studiesSociologyEconomics

Abstract

fetched live from OpenAlex

Political transitions around the world are generally met with optimism and anticipation that they will usher in progress and a break from an undesirable past. Whether it is a break from a colonial past, armed conflict or any form of autocratic rule, transitions often bring hopes for the future. Agonizingly, these dreams for the future are not always met. What types of transition can states go through? How are the ghosts of the past exorcized? These are among the central questions addressed in New leaders, new dawns? Through diligent contributions, the book offers different perspectives on the current political landscapes in South Africa and Zimbabwe. Weaving together the key moments that have shaped contemporary politics in both countries, this edited volume presents a timely reflection on the prospects of genuine ‘new dawns’. As largely reflected in the book, the optimism and euphoria of transition in both South Africa and Zimbabwe have crumbled. The contributors explore why the hope for these ‘new dawns’ was crushed and whether anything ‘new’ should have been expected to emerge from the unreformed systems from which both countries sought to transition. Through an analysis of business, labour and the liberation movements themselves, the book tackles the key issue of ‘enablers’ and ‘spoilers’ in transitions, and it assesses the potential implications when these two groups are allowed to push their agendas. The volume also provides a key reflection on liberation movements in Africa, exploring their ability to deliver on the promises of independence. Tracing the post-independence economic projects of the former liberation movements, the African National Congress and the Zimbabwe African National Union–Patriotic Front (ZANU–PF), the contributors trace how failed socio-economic policies, corruption and increased autocriticism led to disaffection for the countries’ liberators.

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)0.001
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.053
Threshold uncertainty score0.177

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0030.002
Scholarly communication0.0050.004
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0530.007

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 head0.065
GPT teacher head0.334
Teacher spread0.269 · 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 designTheoretical or conceptual
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

Citations14
Published2023
Admission routes1
Has abstractyes

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