The political ecology of shrimp aquaculture in Tamil Nadu: A case study from Mayiladuthurai District
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 primary purpose of this article is to analyze the impact of shrimp aquaculture in Tamil Nadu through a political ecology lens with a case study of a coastal village located in the Mayiladuthurai district of Tamil Nadu, India. The article firstly looks at the shrimp industry in the coastal village as a case that illustrates how global capitalism influence the local economy. Secondly, it identifies ecological degradation due to the commodification of nature and analyzes the social origins of degradation. Commodification alienates nature and people from each other, and its impacts are unevenly felt across social strata especially class, gender and caste lines. The article finally discusses the intersectionality of social difference and differentiates how the impacts of commodification are experienced and responded to.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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