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 Element explores the theme of 'Gothic sympathy' as it appears in a collection of 'Last Man' novels. A liminal site of both possibility and irreconcilability, Gothic sympathy at once challenges the anthropocentric bias of traditional notions of sympathetic concern, premising compassionate relations with other beings – animal, vegetal, etc. – beyond the standard measure of the liberal-humanist subject, and at the same time acknowledges the horror that is the ineluctable and untranslatable otherness accompanying, interrupting, and shaping such a sympathetic connection. Many examples of 'Last Man' fiction explore the dialectical impasse of Gothic sympathy by dramatizing complicated relationships between a lone liberal-humanist subject and other-than-human or posthuman subjects that will persist beyond humanity's extinction. Such confrontations as they appear in Mary Shelley's The Last Man, H.G. Wells's The Time Machine, and Richard Matheson's I Am Legend will be explored.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it