Seeds of Survival: Indian Ecological Wisdom and Dystopian Futures in Margaret Atwood’s MaddAddam Trilogy
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 Margaret Atwood’s MaddAddam trilogy articulates urgent ecological anxieties that resonate strongly with Indian traditions of environmental ethics and ecological justice. Drawing implicit parallels with the philosophies of Mahatma Gandhi, Vandana Shiva, and ancient Indian ecological thought rooted in Vedic and Puranic traditions, Atwood’s dystopian vision foregrounds the ethical consequences of anthropocentrism, unrestrained scientific experimentation, and corporate-driven modernity. Through a parallel reading of Atwood’s speculative fiction and canonical Indian ecological discourses, this paper argues that the trilogy critiques dominant Western models of progress while gesturing towards alternative eco-centric paradigms embedded in Indian intellectual and spiritual traditions. In the context of growing Indo-Canadian academic engagement and global debates on sustainability, Atwood’s narratives function as cautionary tales advocating ecological responsibility, ethical restraint, and harmonious coexistence with nature.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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