Bibliographic record
Abstract
At the War Museum Jay Rogoff (bio) Even with hers grown up, she's never nota mother, viewing Children of the Blitz,reading words of evacuated kids:"Today I gathered eggs warm from the nestand didn't break one." Her eyes magnify, moistwith the elixir that can't save the world.A card scribbled en route to Canada—"The captain is so nice. Tonight we ateat his table, and for our sweet had custard!"—found waterlogged, weeks after the torpedo—"and Mummy, I haven't once got seasick yet!" [End Page 274] Jay Rogoff Jay Rogoff's chapbook of sonnets, Twenty Danses Macabres, was published in the fall of 2010 by Spring Garden Press as winner of the Robert Watson Poetry Award. His next full-length collection, The Art of Gravity, will appear from LSU Press in 2011. Copyright © 2011 Jay Rogoff
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.368 | 0.146 |
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".