Educational Administration: Theory and Practice
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 essay provides an in-depth ecofeminist analysis of Margaret Atwood’s Surfacing (1972), examining how the protagonist’s emotional connections to the Canadian wilderness—conceptualized as ecoempathy—function as feminist acts of resistance against patriarchal oppression. Ecofeminism, which links the subjugation of women and nature under patriarchal systems, offers a framework to explore how the unnamed narrator’s affective and cognitive empathy for the non-human world challenges anthropocentric and gendered hierarchies. By integrating ecofeminist theories from scholars such as Greta Gaard, Val Plumwood, and Karen Warren with the concept of ecoempathy, this study analyzes key narrative moments—sensory immersion in the wilderness, rejection of patriarchal language and consumerism, confrontation with gendered violence, and symbolic rebirth—to demonstrate how the narrator reclaims agency through ecological interconnectedness. The essay argues that Surfacing positions ecoempathy as a subversive feminist strategy, redefining identity and power outside patriarchal constraints, and extends this resistance to readers, inspiring ecological and feminist solidarity. Employing MLA 9th edition citation standards, this analysis situates Surfacing within broader literary and environmental discourses, highlighting its enduring relevance to contemporary ecofeminist thought.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.328 | 0.033 |
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