Exploiting Shangri-La: Assessing the Tibetan Plateau’s Natural Resources and the Work of Karl Wittfogel
Bibliographic record
Abstract
This paper applies Karl Wittfogel' s theory of hydraulic societies to China’s relationship with Tibet. It argues that the Chinese are interested in control over Tibet not only for its land, location, or wealth of natural resources, but also for control of its headwaters. Hundreds of millions of people rely on the numerous large rivers that start in the Tibetan plateau, making the region a critically important water supply for Asia. Wittfogel’s work theorizes that China’s territory and authority has expanded with the need to secure water for its large population and food production. The paper contains two sections: the first summarizes Wittfogel’s arguments, a history of Tibet, and China’s control of it; the second describes China’s attempts to modernize Tibet, specifically through river development, and the environmental damage caused by such efforts. Tibet’s rivers are crucial for the entirety of Asia, and the Plateau’s massive supplies of water are just one of its many resources. By focusing on rivers, this article describes the importance of Tibet and how increasing levels of resource extraction legitimatize Chinese centralized authority.
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.
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 | 0.002 | 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) | 0.000 | 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 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".