Social Movements and State Repression in India
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
State repression is particularly likely when social movements target property relations that cause ordinary citizens to suffer. Whether these movements are violent, and whether the state is a liberal democracy is a contingent matter. This is illustrated by India’s ‘Maoist movement’ (which is also known as the Naxalite movement because it originated in an area called Naxalbari, located in India’s West Bengal State). Where necessary, sections of this movement use violent methods to fight for justice for aboriginal peoples and peasants. This strategy, which the author, incidentally, does not endorse, has been seen by the state as the greatest internal military threat to it. Such a perception invites state violence. What is often under-emphasized or ignored is that the movement is an economic, political and ideological threat, and not just a military threat, and it is so through its localized alternative developmental activities, and this is also a reason for the state’s violent response to it.
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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