“There cannot be two bulls in one kraal”: insights from the political conversions of Nelson Samkange on governance and opposition disruption in Zimbabwe, 1960s–2000s
Bibliographic record
Abstract
This article examines the public life of Nelson Samkange, who was active in Zimbabwean politics from 1961 to the eve of his death in 2013. Samkange repeatedly shifted his party allegiance throughout Zimbabwe’s liberation struggle, but consistently opposed the ultimately victorious liberation movement, Zimbabwe African National Union – Patriotic Front (ZANU-PF), until the early 1980s. After two decades of public service in parastatals, Samkange finally achieved prominence in ZANU-PF circles in 2003. His strategic nomination as provincial governor is emblematic of a pragmatic tactic of co-optation that ZANU-PF deployed to solidify support amidst the fallout from a prolonged national crisis that began in the late 1990s. The study also shows how Samkange’s variegated political heritage paradoxically coalesced to make this long-time opponent a staunch ZANU-PF demagogue who shored up the party’s revolutionary credentials at a time of strain.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".