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’s poems have sometimes been compared to Vermeer’s paintings. The Dutch artist’s detailed, lucid yet enigmatic pictures are a compelling parallel to Bishop’s exquisite poems. Yet, for all the recognition of Bishop’s attention to (often visual) detail, her meticulous descriptions and her virtuoso technique, precise analysis of exactly how she achieves her poetic effects is relatively rare. Eleanor Cook, Professor Emerita at the University of Toronto, suggests that recent critics have been too concerned with matching Bishop’s poems to the details of her biography. Bishop suffered several devastating losses during her lifetime, including the early deaths of her father and mother, and later of her partner, Lota de Macedo Soares, from an overdose. These and other events undoubtedly had a significant impact, and Cook does not deny that complex relationships between art and biography can be found in Bishop’s poems, but her book focuses deliberately on how the poems work, rather than what they do or do not reveal about the details of Bishop’s life.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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