Renovating Buganda: The Political and Cultural Career of Apolo Kagwa (c.1879-1905)
Bibliographic record
Abstract
During the late 19th and early 20th centuries the kingdom of Buganda in East Africa endured rapid changes which threatened its autonomy and power, including repeated civil wars, conversion Christianity, and the gradual transition to British colonial rule under the Uganda Protectorate. Apolo Kagwa (1864-1927) played important roles throughout, serving as prime minister and then as regent to two Bugandan kings, while also being knighted by the British. Kagwa needs to be recognized for his creative work in adapting politics and culture to protect and preserve the integrity and future of Buganda; this new biography informed by recent historical scholarship advances this. Pursuing his own interests, but also those of the kingdom, he mediated political and cultural change with the intent of renovating Buganda, heeding local politics while adeptly anticipating and manipulating British interests in the region, to help prepare and secure Buganda for the colonial period.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.008 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| 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".