Bibliographic record
Abstract
Aubade: A Murder of Crows Frederick Wilbur (bio) Use assumed names, the poet's price as words are tiny sacrifices.Crows come spattering sunrise with anarchy. Crows spatter sunrise with anarchy and settle behind curtain pinesto nag, remind you of rebellions under the skin. To nag, remind you of rebellions under the skin, your lost son flies with them from chimneyto twigless tree. It is a joke gone too far, a joke gone too far. In sleep, the tongue is punished,the escaping cry is apnea and gasp. The escaping cry is apnea and gasp, is a primitive repentancefor all the sorrows sung in drunkenness. For sorrows sung in drunkenness, woodsmoke hangs laundry-like over sleeping Amicus,mountains motionless in the rub of raw day. In the rub of another raw day, gather gray stones to parry them—always earthbound, something to hold, to heft. Something to hold, to heft, you are earthbound and know that love may not be labor enough.Forgive his disappearance into the great holding heart. [End Page 63] Frederick Wilbur frederick wilbur's collections are As Pus Floats the Splinter Out and Conjugation of Perhaps. His work has appeared in The Comstock Review, Dalhousie Review, Green Mountains Review, Hampden-Sydney Poetry Review, The Lyric, and Shenandoah among others. He is poetry editor for Streetlight Magazine. Copyright © 2023 University of North Dakota
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.018 | 0.005 |
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".