Foreign medical missions in Serbia in the First World War
Bibliographic record
Abstract
During the First World War, from 1914 until 1915, Serbia has been subjected to aggression and occupation by the Austro-Hungarian Empire. During the entire period of aggression and occupation, the Austro-Hungarian army and the local authorities carried out severe war crimes against wounded, sick, medical personnel and the civilian population. In addition to the aforementioned in the year of 1915, a major epidemic of all three types of typhoid occurred in Serbia. Because of the war and epidemic of typhoid the medical situation in Serbia was very difficult so a large number of medical missions from Allied and neutral countries have come to Serbia to help. The medical missions came from Russia, Great Britain, Canada, Greece Australia and New Zealand, as well as from neutral countries such as Switzerland, the USA, Netherlands and Denmark. These medical missions have managed to provide great assistance in rescuing wounded and sick in Serbia. Also, a large number of doctors and medical personnel from these missions have died or suffered from infectious diseases.
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How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.001 |
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 teacher head, 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".