African Poetry as an Expression of Agony
Bibliographic record
Abstract
This study focuses on sociological study of selected African poems as an expression of agony which seeks to addressthe issues of oppression, psychological torture, injustice, apartheid, racism oppression and man’s inhumanity to manin the society. Since series of poems of culture, love, nature and animalistic voices are mostly presented by the critics,this study has as focus poetry as an expression of agony and pain in Africa.The study therefore adopted an analytic approach in its examination of the poems. The natures of agony as well assuggested resolution to this agony in the poems are pointed out with close reference to the selected poems. Poeticdevices of the two (2) poems (Nightfall in Soweto and Peasant) are also analysed in attempt to discuss the themes ofthe poems. In conclusion, it was discovered that the poems exposed the terrible state of affairs in Africa through thepoet’s effective use of symbols and images.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".