The disappearance of water buffalo from agrarian landscapes in Western China
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract For centuries, water buffalo served important livelihood functions for ethnic minority farmers in Southwest China. Yet, over the past decade, buffalo ownership decreased dramatically in our research sites in Yunnan province. This transition occurred after state policies and projects excluded villagers from significant portions of their land. Increased state control over landscapes allowed the state to respatialize land uses in ways conducive to productivist and environmentalist logics, with farmers cultivating cash crops on limited production landscapes and state agencies taking over control of larger environmental landscapes. Buffalo are welcome in neither setting. Handai and Akha farmers have divergent perceptions on the outcomes of these technological shifts, with Handai beginning to question buffalo loss while Akha having contented to become “modern” farmers. In both cases, our analysis challenges the literatures on sustainability transitions and ecological modernization that posit apolitical and optimistic outcomes for farmers' adoption of “modern” and “green” technologies.
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.
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 | 0.000 | 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) | 0.001 | 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 it