Siphon Effect of the Qinghai-Xizang Plateau on Water Cycle and Global Warming
Bibliographic record
Abstract
The global climate is a gigantic system cycling water and energy. A system is unstable and subject to breakdown if it evolves into a positive feedback. The Siphon Effect of the Qinghai-Xizang Plateau siphons water out of the center of the Eurasian continent and is a positive feedback process. If global warming is to be controlled, we have to collect moisture from the oceans, convert it into water and discharge it into the center of the Eurasian continent. To sustain the ecosystem, especially the biosphere of the continent, water has to complete the cycle from ocean back to the center of the continent, which is now prevented by the Siphon Effect of the Qinghai-Xizang Plateau. The conceived Grand West Route project in China is the most promising solution. It reduces global warming by cooling down the Eurasian landmass from the center and reverses a series of positive feedback.
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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 | 0.000 | 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 | 0.000 | 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) | 0.003 | 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".