Voices of Protest Against Industrial Pollution in Hubei, China, During the 1970s and 1980s
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 This article examines local official records to find voices of protest against industrial pollution in Hubei, China, during its early reform era from the 1970s to the 1980s. Archival evidence from unpublished official documents indicates that to some extent local officers responded to citizens' petitions against two main forms of industrial pollution: air pollution and soil pollution. Air pollution mostly affected urban residents but elicited more contention. Soil pollution got comparatively less exposure but caused more direct damage to impacted peasants. Both rural and urban victims of industrial pollution projected their own voices of protest typically by submitting group-authored and signed or anonymous whistle-blowing letters. Protests against pollution emerged with inter-group conflict negotiation in public or semi-public venues as well as in local investigation reports. The findings discussed here help to explain how local environmental governance evolved through increasing public awareness at subnational levels in China's early reform years.
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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) | 0.000 | 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