Situating Earth Democracy: Vandana Shiva on Agroecology, Contemporary Politics and Resilience
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
This article focuses on three works authored by Vandana Shiva and recently published by Zed Books. It employs these books as dialogical aids to map her thought in its political and ethical dimensions as they relate to peace, sustainability, and social justice. More specifically, after a brief introduction and a biographical discussion, this article situates her vision of Earth Democracy as a means to tie together Shiva’s inter-related reflections in the areas of agroecology, contemporary politics, and resilience. Comment is then offered concerning the tension and promises of Shiva’s treatment of these issues. The reader of this article is left with several points of entry to understand Shiva’s contributions to discourses on sustainable agriculture, nonviolent political change, and resilient sustainability. Shiva V (2016a) Earth Democracy: Justice, Sustainability and Peace. London: Zed Books. Shiva V (2016b) Soil, Not Oil: Climate Change, Peak Oil. London: Zed Books. Shiva V (2016c) Who Really Feeds the World? London: Zed Books.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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