Dai Identity in the Chinese Ecological Civilization: Negotiating Culture, Environment, and Development in Xishuangbanna, Southwest 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
The Ecological Civilization (Eco-Civilization) is a Chinese political framework to advance a renewed human–nature relationship that engenders a sustainable form of economic development, and its narratives provide political impetus to conserve ethnic minority cultures whose traditional practices are aligned with state-sanctioned efforts for environmental protection. This official rhetoric is important in Xishuangbanna, a prefecture in Yunnan province renowned for its lush tropical rainforests and Dai ethnic minority. This article explores the relationship between Dai cultural identity and the Chinese state in the context of environmental concerns and development goals. Historical analyses of ethnic policies and transformations of landscapes and livelihoods are presented alongside descriptions of contemporary efforts by Dai community members and the Chinese state to enact Eco-Civilization directives, and they illustrate paradoxical circumstances in which political rhetoric and practice are seemingly at odds with one another, yet often contradict in such ways so as to further the Chinese state agenda. Moreover, case studies demonstrate how new policies and sustainable development efforts have often perpetuated structures and ideologies of the Maoist era to reinforce inequalities between central state powers and already marginalized ethnic minorities. These dynamics warrant further consideration as the Chinese government continues to champion its leadership in environmental governance.
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 | 0.001 | 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 it