Edith Wharton's Resource Aesthetics and the Dawn of the American Energy Crisis
Bibliographic record
Abstract
Situating Edith Wharton in the context of America's accelerating petro-culture, this essay argues that her novels critique a society that takes for granted high-volume, nonrenewable energy, and specifically revolutionary new kinds of energy: petroleum, natural gas, and the fossil-fueled power stations necessary for the large-scale, continuous production of electricity. Attention to the idiom of energy in The House of Mirth and its mirror text, The Custom of the Country , along with Ida Tarbell's History of Standard Oil and Theodore Roosevelt's conservationism, sheds new light on assumptions about moral agency, personal freedom, changing modes of thought, and the environment between 1880 and World War I. The essay shows how Wharton's allegorical treatment of Lily Bart and Undine Spragg anticipates the notion of externalities or consequences of industrial activities that affect outside parties but are not reflected in the cost of production.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.017 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".