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
Medicine has been an integral part of the imperial project throughout the colonial history of Africa. From the very beginning of colonial expansion, the success of virtually all European endeavors was determined by the capabilities of medicine: disease became the most serious threat to white settlers. Even today, Africa, particularly its tropical regions, is considered one of the most problematic regions on the planet in terms of health threats and the organization of healthcare. In the first quarter of the 20th century, the situation was simply catastrophic. Leading colonial powers were forced to establish medical services in their overseas territories. This was primarily necessary to ensure the combat readiness of colonial troops and the health of the colonial administration and other Europeans, and secondly, to prevent widespread illness and excessive mortality among the local population, the main source of income from the exploitation of their overseas possessions. Both the British and French authorities achieved significant success in this area, although limited resources meant prioritizing care for European settlers. Due to a severe shortage of medical personnel, the colonial administration began recruiting Russian émigré doctors. This article examines the gender aspects of the émigré medical corps, as well as the professional activities and social adaptation of several Russian female doctors, paramedics, and nurses who worked in various regions of colonial Africa in the first half of the 20th century.
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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