A gripping account although lacking in fresh insightsThe Return of Makhanda: Exploring the Legend, Julia C. Wells : book review
Bibliographic record
Abstract
Many people who stand at the front gate of Rhodes University in Grahamstown notice the striking view of Makana's Kop on the other side of town. The hill is named after a Xhosa man, also known as Lynx, Nxele, and now Makhanda, who led an ambitious, but disastrous attack by some 10 000 Xhosa on Grahamstown in 1819. Although Makhanda was imprisoned on the infamous Robben Island shortly after the battle and drowned trying to escape, many Xhosa people believed for a long time that he would someday return to lead continued resistance against colonisation. By the late twentieth century this hope had turned to cynicism and it became popular among Xhosa people of the Eastern Cape to refer to something that is promised but will never happen as when Nxele returns.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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".