Patriotic history and anti-LGBT rhetoric in Zimbabwean politics
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
Over the past 20 years, President Robert Mugabe of Zimbabwe and his political party, Zimbabwe African National Union – Patriotic Front (ZANU-PF), have relied heavily on political rhetoric that demonizes lesbian, gay, bisexual, and transgender (LGBT) persons. In this paper, it is argued that the anti-LGBT political rhetoric in Zimbabwe is part of a larger program known as “patriotic history,” which emphasizes a particular kind of Zimbabwean identity to legitimize the continued rule of Mugabe and ZANU-PF. The value of combining patriotic history and political homophobia emerges out of the unique political and economic context which Mugabe’s regime found itself unable to adequately address. To illustrate how and why this has happened, the paper focuses on two key incidents: the 1995 Zimbabwe International Book Fair, and the public conversation over writing a new constitution between 2010 and 2013.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.013 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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