Somewhere in the outer darkness: Locating the frontier (eco)gothic of Ambrose Bierce
Bibliographic record
Abstract
This article examines the pioneering American weird literature writer Ambrose Bierce (1842–1914) through the critical lens of the ecogothic, arguing that he resituates the gothic within the real or imagined landscapes of the American frontier, his ‘frontier gothic’ epitomized by the image of ‘the cabin in the woods’. In his writings, the frontier gothic becomes transitional boundary genre on the ‘frontier’ between the earlier gothic and later folk horror, where not just isolated cabins of lone prospectors, but whole rural communities find themselves in a similarly abject, ruinous moral condition. The liminal ‘frontier’ nature of the ecogothic is repeated in miniature in the specific way in which abandoned cabins in isolated gulches become ecogothic ‘day-old’ ruins, quite distinct from a gothic ruin in its lacking civilized boundaries between interior and exterior, culture and nature, epitomized by the image of ‘blank windows’ and doorless doorways.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.013 | 0.015 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".