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
Elizabeth Bishop is increasingly recognized as one of the twentieth century's most important and original poets. Initially celebrated for the minute detail of her descriptions, what John Ashbery memorably called her 'thinginess', Bishop's reputation has risen dramatically since her death, in part due to the publication of new work, including letters, stories, and visual art, as well as a controversial volume of uncollected poems, drafts, and fragments. This Companion engages with key debates surrounding the interpretation and reception of Bishop's writing in relation to questions of biography, the natural world and politics. Individual chapters focus on texts such as North and South, Questions of Travel, and Geography III, while offering fresh readings of the significance of Nova Scotia, Massachusetts, and Brazil to Bishop's life and work. This volume explores the full range of Bishop's artistic achievements and the extent to which the posthumous publications have contributed to her enduring popularity.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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