Fragmented control: Governing contentious labor organizations in 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 How does an authoritarian state govern contentious civil society and what are the effects on grassroots mobilization? This article theorizes the relationship between repression and mobilization by examining the case of informal labor organizations in South China that threaten social stability. Findings based on 18 months of ethnographic fieldwork inside these organizations suggest that the central state's mandate to maintain social stability is refracted through the interests and capabilities of local agencies. This results in “fragmented control”: divergent, even conflicting, forms of state governance over civil society. Local authorities work at cross‐purposes by simultaneously repressing, co‐opting, and neglecting underground organizing. Fragmented control generates political uncertainty on the part of activists and induces them to engage in “censored entrepreneurialism”—a set of tactical adaptations characterized by a mixture of self‐censorship and entrepreneurial experimentation.
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 | 0.001 |
| 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 | 0.001 |
| 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