Democratic Assertions: The Making of India's Recognition of Forest Rights Act
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 Inclusion of marginalized sections and minorities remains one of the most vexing problems for democratic politics. This article discusses the enactment of a recent Indian law, ‘The Scheduled Tribes and Other Traditional Forest Dwellers (Recognition of Rights) Act, 2006’, as exemplifying the possibilities of inclusion of marginalized groups in democratic processes. The law was enacted in response to a nationwide mobilization of marginalized forest dwellers and their advocates demanding rights over forests. Grassroots‐level formations representing forest dwellers came together across scales and spaces to form a network that successfully negotiated India's democratic politics to achieve the passage of the law. The case illustrates the role of grassroots mobilizations in creating alternate discourses of legitimacy, networking across scales and locations, and using spaces provided by representative democracy to include the voices and demands of the marginalized in democracies.
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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