Echo of Poesy in South Africa’s Politics: Form and Resistance in Dennis Brutus’ “Simple Lust” and “Letters to Martha”
Bibliographic record
Abstract
Apartheid in South Africa began in 1948 AD with the introduction of separatist rule that introduced draconian principles in government. This made formation of associations impossible. There was no free movement of the Blacks. Pass laws were imposed to prevent the Blacks from free movement. This approach brought protest among reasonable people of the World. Within the literary circle, protest literature ensued and emerged to join forces with organizations to clamp down on the draconian system operatives in South Africa. From the 1950s through the 60s and 80s witnessed a plethora of protest literature against the system of government in South Africa. This paper entitled “Echo of Poesy in South Africa Politics: Form and Resistance in Dennis Brutus’ Letters to Martha and A Simple Lust examined South Africa’s protest literature with particular reference to Dennis Brutus’s poetry of resistance showing the various circumstances which Dennis Brutus offers his poetry of resistance.
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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 | 0.002 | 0.057 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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".