Bibliographic record
Abstract
Made from fibres not readily penetrated Naomi Foyle (bio) We had to decide how to dress, weighing in the balance the searing heat and politeness to our hosts. Some chose to pack light, go bare-armed, risking the glares of the sun and old women. Others trawled the high street, fingering linen—the obvious choice—to mark us as another kind of Englishwoman: those who remain pale beneath ivory, khaki, and sepia sheaths, our skin creased like out-of-date maps to an oasis we could never reach on our own. a blue field— wind wrinkled sky-clad Retting the histories of borders drawn with a ruler, canals and peninsulas seized, villages winnowed and shtetls heckled, blankets infected, tongues uprooted, generations threshed—we reap the bitter dew of voices wrung from outlawed clouds. a rusted key— a lace handkerchief left on a line [End Page 54] Naomi Foyle Naomi Foyle is a British-Canadian poet, novelist, and essayist. Her poetry publications include The Night Pavilion (Waterloo Press, 2008), a Poetry Book Society Recommendation, and Adamantine (Red Hen/Pighog Press), which she launched in New York City, New Jersey, and western Canada in 2019. The author of five science fiction novels, she is currently adapting her eco-SF quartet The Gaia Chronicles for puppet theater. She edited the bilingual anthology A Blade of Grass: New Palestinian Poetry (Smokestack Books, 2017), and for her poetry and essays about Ukraine she was awarded the 2014 Hryhorii Skovoroda prize. She lives in Brighton and teaches at the University of Chichester. Copyright © 2020 Middlebury College Publications
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 0.009 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".