Bibliographic record
Abstract
Solstice Audrey Walls (bio) Etobicoke, Ontario, 1871 By morning, the drifts on Kipling Avenue touch each house's transom: frosted, fogbound, the women's breath clouds on the single-paned windows.Outside, their sons stand in white knolls bare hands gripping iced cliffs as they climb. The horses' hooves chop & churn the snowfall into grey, every sharp oval step a weight; their fetlocks wet& clustered with frost. Down the laneway, the brewer's gelding flickers his black mane, the silver of his bridle chiming, each gaping nostril a portent of steam. Here, he cannot walk or canter, he pullsat the post-tied lengths of his reins. The boys gather taller than the Percheron's back, shadows making his sable & sinew all the darker. Even the calmest of beasts can recognize a cage; even winter can form its own walls.One boy mimics a nicker & chuff. The horse echoes his call. [End Page 105] Audrey Walls Audrey Walls' poetry has appeared in Booth, Cimarron Review, Superstition Review, and elsewhere. She was recently named a finalist for Mississippi Review's 2013 Poetry Prize. She lives in Richmond, Virginia, where she is poetry editor of the online literary journal failbetter and an MFA candidate at Virginia Commonwealth University Copyright © 2013 University of Wisconsin Board of Regents
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.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.412 | 0.206 |
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".