<i>Ex Unitate Vires</i>: Elite Consolidation and the Union of South Africa, 1902-10
Bibliographic record
Abstract
This article examines the crucial period between 1902 and 1910 in South Africas political history. It focuses on the particular roles played by a small group of elite politicians in the formation of union, including Generals Louis Botha and Jan Smuts, J.X. Merriman, and a group of men known as the kindergarten. This group undertook an imaginative process that resulted in the political construction of the Union of South Africa. They came to believe in a pan-South African ideal that would unify white English- and Afrikaans-speaking South Africans. They pursued this goal in order to consolidate white power, create a new white nation, and strengthen South Africa politically and economically. In the process, they also hoped to maintain control over what was perceived to be an inferior and encroaching black majority.
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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 | 0.000 |
| Science and technology studies | 0.000 | 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".