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 book will provide the first study of how the Gothic engages with ecocritical ideas. Ecocriticism has frequently explored images of environmental catastrophe, the wilderness, the idea of home, constructions of 'nature', and images of the post-apocalypse - images which are also central to a certain type of Gothic literature. By exploring the relationship between the ecocritical aspects of the Gothic and the Gothic elements of the ecocritical, this book provides a new way of looking at both the Gothic and ecocriticism. Writers discussed include Ann Radcliffe, Mary Shelley, Ambrose Bierce, Algernon Blackwood, Margaret Atwood, Cormac McCarthy, Dan Simmons and Rana Dasgupta. The volume thus explores writing and film across various national contexts including Britain, America and Canada, as well as giving due consideration to how such issues might be discussed within a global context.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.004 |
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