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
Anna Barbauld has been recognized as advancing the critical study of the novel in her edition of The British Novelists. This article considers closely the attention Barbauld pays to novelistic form in the preface and critical essays in that work. She prioritizes carefully-conceived plot above aspirations to realism and to moral didacticism, and places considerable emphasis on narrative closure. This attention to closure is examined in light of both contemporary and later critical debate on the importance and value of novelistic ending. There is some irony in Barbauld's disparagement of disrupted narrative forms considering her reputation as the author of the Gothic fragment “Sir Bertrand.” While this was firmly attributed to her brother John in the 1820s, there is some correlation between the expository essay to “Sir Bertrand” and Barbauld's later writing on Gothic works in The British Novelists. In both “Objects of Terror” and in The British Novelists more generally there is an interest in the construction of readerly curiosity and the power exerted over the reader by a work's end.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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