Exploring Mindscape and Landscape in Margaret Atwood’s Surfacing
Bibliographic record
Abstract
Margaret Atwood being the most significant Canadian novelist, poet and critic is chiefly popular for her writing about several social problems. Her novel Surfacing, published in 1972, portrays the domination of western civilization as a patriarchal ideology over nature and woman in parallel. The novel is about the degeneration of the core ideas of rationalism and progress into brute domination, colonization and the rift between nature and culture. Atwood scathingly criticizes the rampant consumerism and capitalism of the modern age embodied in the threat posed by American culture, or American mentality, to Canada and its landscape which runs parallel to the masculine rationality that wills to ‘submerge’ as the central metaphor of ‘surfacing’ as its feminine mindset. This paper discusses the conflict between the landscape and mindscape in several related dualisms represented in the novel and thus glorifies the theme of ecofeminism throughout its notion.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.022 | 0.037 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".