Nature’s Daughters: Empowerment and Environmental Stewardship in Barbara Kingsolver’s Prodigal Summer and Flight Behavior
Bibliographic record
Abstract
In the twenty-first century, women are empowered through natural elements, and they nurture and preserve their environment.'Nature's Daughters' likely refers to the female protagonists in Barbara Kingsolver's novels Prodigal Summer and Flight Behavior, who demonstrate a strong bond with nature and play significant roles in environmental activism and conservation efforts.These characters embody the interconnectedness between women, nature, and empowerment, reflecting the idea of women as agents of change in ecological stewardship.The first discussion concerns how female protagonists, Deanna, Lusa, and Nannie, navigate challenges and empower through nature while preserving the natural environment and its beings in Kingsolver's Prodigal Summer.The second discussion concerns how the female protagonist, Dellarobia, tackles her adversities and is empowered through the migrated monarch butterflies and the conservation of the endangered species in Kingsolver's Flight Behavior.Kingsolver highlights the themes of empowerment, oppression, Sustainable environmental management, and discrimination in society.Female characters have an intimate relationship with nature rather than men because women have the role of mothers who care for or protect family members, natural beings, and their surroundings.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.011 | 0.009 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".