A Study of the Causes of Famine in Iran during World War I
Bibliographic record
Abstract
In the early twentieth century, for various political and economic reasons, the European countries were divided into the Allies and the Central Powers which led to the beginning of World War I. During those years, Iran was politically and economically too weak. Despite the fact that Iran declared neutrality in this war, it attracted the attention of world powers because of its vast oil resources and especial geographical location. In this way, Iran too was affected by the war. At the time Iran had lost its political independence due to certain colonial contracts (e.g., 1907, 1915). With the start of the war, a large group of foreign troops occupied Iran. This in fact was a heavy blow to the economics and agriculture of Iran, and together with the successive droughts, marked the most extreme famine of the century in Iran. Food shortage, high prices, disease contagions, and the pressure of the foreign forces to collect food supplies, increased the mortality rate so much so that almost half of the Iranian population died in dire conditions.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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 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".