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Record W4414703011 · doi:10.56062/gtrs.2025.4.08.947

Exploring Mindscape and Landscape in Margaret Atwood’s Surfacing

2025· article· en· W4414703011 on OpenAlexaboutno aff
Riku Panigrahi, Hitkaran Singh Ranawat

Bibliographic record

VenueCreative Saplings · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicUtopian, Dystopian, and Speculative Fiction
Canadian institutionsnot available
Fundersnot available
KeywordsRationalismConsumerismIdeologyTheme (computing)MetaphorEcofeminismCapitalism

Abstract

fetched live from OpenAlex

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.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.924
Threshold uncertainty score0.669

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.078
GPT teacher head0.247
Teacher spread0.169 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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