The Extent and Effects of German-Boer Collaboration During the First World War: A Comprehensive and Chronological Analysis
Bibliographic record
Abstract
The Boer Rebellion of 1914 provides a fascinating example of how ethno-linguistic bonds can directly influence the development and formation of pragmatic military and political alliances. What had begun in the late nineteenth century as reciprocal perceptions of shared ethnic heritage had, by the fall of 1914, developed into an official military and political alliance between the German Empire and the Boers of South Africa. Contributing to scholarship in colonial military and cultural history, this essay offers an original interpretation of the often misrepresented and under-studied extent and effects of German-Boer collaboration during the First World War. The author makes use of sources in English, Afrikaans and German to provide a comprehensive account of the events, concluding that German-Boer collaboration was remarkably extensive and ultimately decisive for the course of the South-West Africa campaign and demonstrating the important link between military decision-making and cultural and political structures.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".