Western medicine in Africa, part II: Ethiopia, East and Southern Africa to 1900
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Before 1900, Western medicine struggled to attract patients in Africa. As part 2 of the history of European medical practice in Africa before 1900, this article describes how practitioners from Europe tried to win over patients in Ethiopia and East and Southern Africa, regions that already had pluralistic healing networks of herbal and spiritual therapies. Western medicine began at a disadvantage because it could offer little to combat the diseases of the tropics or fight epidemics sweeping the continent from Asia. However, over the course of several centuries, emissaries, missionaries, and explorers from Europe were able to bring a unique set of European healing ideas, practices, and medicines to the continent with them. African patients showed skepticism towards practices that they regarded as overly invasive, such as surgery at hospitals, but they were open to experimenting with pharmaceuticals as treatments for illnesses for which they had no cure. Western medicine did not “save” the people of Africa nor did it achieve hegemony, but by 1900, it was able to gain a footing on the Horn of Africa, on the coast of East Africa, and throughout Southern Africa.
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.
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 | 0.000 | 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 | 0.001 | 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 it