Bibliographic record
Abstract
Abstract Joshua Nkomo was a dominant force in the anticolonial independence movement in colonial Rhodesia between 1949 and 1980, and then a major political figure in independent Zimbabwe from 1980 until his death on July 1, 1999. Four historical themes emerge, however, themes that form the context of Nkomo’s life and work and that have intersected in the larger story of Zimbabwe’s independence. First is the politics of the state, which revolves around the question of state power and who controls it, and which has ethnicity as its subtext. Second is the struggle over property ownership, pitting the haves against the have-nots, which has informed class formation. Third is the politics of land, which has likewise informed the nature of class formation and political cleavages. Fourth is the theme of ethnicity and race, especially pitting one ethnicity or race against another. Nkomo rose from a railway welfare officer to lead a militant union, and then three political parties between 1957 and 1987. He made significant contributions to the downfall of a white supremacist colonial regime in Zimbabwe. After independence, the anticolonial revolutionary became a statesman who championed both reconciliation and social justice until his death in 1999. After independence, Nkomo, would become a Member of Parliament, Minister of Home Affairs, and rose eventually to be Vice-President of Zimbabwe.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.063 | 0.013 |
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 source (direct Gemma or distilled Codex), 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".