Global Environmental Encounters in Southwest China: Fleeting Intersections and “Transnational Work”
Bibliographic record
Abstract
This paper engages with the critical literature on development through a study of transnational environmentalism in China. Within the last decade, international development efforts have become increasingly important in shaping China's encounters with global sensibilities, funds, and projects. The author builds on scholarship that approaches China as a transnational entity and examines the emerging politics of the environment in China. Based on an ethnographic case study of a conservation and development project in Yunnan Province, the paper argues against conceptions that international development agendas can be unilaterally imposed. Rather, it suggests that in order to gain traction, agendas require a variety of agents. These agents create convergences through forms of “transnational work,” by and through particular social engagements. Finally, this paper reveals how such convergences remain tenuous and fleeting, and can be quickly dissolved when one side or another changes its orientation.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.018 | 0.013 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.001 | 0.002 |
| 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".