Book Reviews
Bibliographic record
Abstract
Jonathan Derrick, Africa's ‘Agitators’: Militant Anti-Colonialism in Africa and the West, 1918–1939 Richard T. Reid, A History of Modern Africa: 1800 to the Present Leo Zeilig, Patrice Lumumba: Africa's Lost Leader Jay Straker, Youth, Nationalism and the Guinean Revolution Philip Bonner, Amanda Esterhuysen and Trevor Jenkins (eds.), A Search for Origins: Science, History and South Africa's Cradle of Humankind Pippa Green, Choice, not Fate. The Life and Times of Trevor Manuel Peter Limb, Nelson Mandela. A Biography Richard Calland, Anatomy of South Africa: Who Holds the Power? Peter Harris, In a Different Time: The Inside Story of the Delmas Four Zarina Maharaj, Dancing to a Different Rhythm: A Memoir Peter Joyce, The Making of a Nation: South Africa's Road to Freedom Richard Mendelsohn and Milton Shain, The Jews in South Africa: An Illustrated History Paul Deléage, End of a Dynasty: The Last Days of the Prince Imperial, Zululand 1879 R. W. Johnson, South Africa's Brave New World: The Beloved Country since the End of Apartheid Karen E. Flint, Healing Traditions: African Medicine, Cultural Exchange, and Competition in South Africa, 1820–1948 Gerald M. Oppenheimer and Ronald Bayer, Shattered Dreams? An Oral History of the South African AIDS Epidemic Markku Hokkanen, Medicine and Scottish Missionaries in the Northern Malawi Region, 1875–1930: Quests for Health in a Colonial Society Stephens Phatlane, Poverty, Medicine and Disease in South Africa: The Era of High Apartheid, 1948–1976 Y. G.-M. Lulat, United States Relations with South Africa. A Critical Overview from the Colonial Period to the Present Celestine J. Pretorius (ed.), Op Trek: Die Daaglikse Lewe Tydens die Groot Trek
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.634 | 0.587 |
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".