The <scp>A</scp> ral <scp>S</scp> ea Disaster: Environment Issues and Nationalist Tensions
Bibliographic record
Abstract
Abstract The village of Muynak was located on an island in the Amu Daria delta in 1956. In 1962, the island had already become a peninsula; in 1970, the sea was 10 km away, then 40 km away in 1980, and 75 km in 1998. The sea bottom became a vast salted desert. In 1987, the retreating sea divided itself in two parts, a small Aral in the north, where the Syr flows, and a large Aral, where the Amu ends its journey when it reaches the sea. Between 1960 and 1998, the level of the small Aral dropped by 13 meters, and the level of the larger by 18 m. The total sea volume was cut by 78% (5, 6). The vanishing of the sea constitutes an enormous ecological disaster that radically alters the environmental balance in the region: Vast deposits of salts, nitrates and pesticides spread in large quantities on the industrial crops upstream were formed, deposited by water of the Amu and the Syr. The wind now blows on these desiccated deposits, lifting nearly 40 million tons of toxic sediments each year, and transporting them far inland: this phenomenon poisons the soil, the vegetation, and the inhabitants. The salt fallout can be as high as 500 to 700 kg/ha, which quickly worsens the problem of salt built‐up due to poorly drained and excessive irrigation.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".