Uncovering the Reality of State Violence in Western Zimbabwe, 1982-1987
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.
Bibliographic record
Abstract
The Zimbabwean slate waged a sustained terror campaign in the southern and western parts of the country from 1982 to 1987. An estimated twenty thousand men, women, and children died during the campaign. Most victims were murdered by state security forces, and others succumbed to conditions of disease and deprivation. The origins, nature, and impact of this conflict are the subject of considerable contention, particularly between analysts, human rights activists, and the government of President Robert Mugabe. Official inquiries into the conduct of the state and its agents have had difficulty gaining access to relevant records, and the government has repeatedly denounced the findings of independent investigations as slanderous. The terror operation waged in Matebeleland and the Midlands provinces can be used as evidence to argue that the government of President Mugabe from early on in its rule developed a tradition of using violence and intolerance as a tool for consolidating political power.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.010 | 0.036 |
| Scholarly communication | 0.002 | 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 it