Bibliographic record
Abstract
Table of Contents POETRY Sleep Costs by Maggie Bower: 2/="/">Inside That Coffee Shop by Katie Daigle: 3/="/">The Moth by Sarah Leathe: 5/="/">Scrape by Sam LeBlanc: 11/="/">Valediction (Note: it's not goodbye) by Victoria Cheff: 12/="/">Dance Partner by Simone Leung: 14/="/">I Sleep Beneath the Rouge Bleu Jaune Navajo Quilt That's More Like a Rug Than a Blanket by Catherine Maguire: 15/="/">Fortuity by Alex Sarappo: 19/="/">For What Its Worth by Amy Cunningham: 20/="/">Aurora by Ben Semmes: 22/="/">Soup and Sandwich by Leah Powley: 28/="/">In a Northern Maine Garden by Katie Daigle: 31/="/">Foster Child #14 by Catherine Maguire: 32/="/">Lyric of the Lightning Kin's by Esther Mathieu: 36/="/">Visits by Alex Sarappo: 37/="/">Homecoming by Samantha Silvay: 41 PROSE Gentlemen by Hannah Schaeffer: 7/="/">Between Red and Blue by Livia Biedermann: 17/="/">When Life Gives You a Bicycle by Samantha Silvay: 23/="/">A Blessing and a Curse by Anonymous: 29/="/">An Unconventional Father by Nora Mabie: 33/="/">Kyle Wuz Heer by Hannah Schaffer: 39 ART Red Beanie [cover photo] (digital art) by Emmie Lai: cover/="/">Men in the Plaza Mayor (photography) by Natalie Thompson: 1/="/">Storms of Flight by Avery McDonald: 4/="/">Radama (paper) by James Lucas: 5/="/">Davis (photography) by Claire Edelman: 10/="/">20 Minutes to London (photography) by Yichen Lu: 13/="/">What Are You Looking At? (ink) by Jonah Belk: 16/="/">Santorini at Night (photography) by Natalie Thompson: 18/="/">My Favorite Arm Picture (photography) by Yichen Lu: 21/="/">Untitled (oil on canvas) by Kendra Ellie: 26/="/">Safari (photography) by Yichen Lu: 27/="/">Shoreline (photography) by Esther Mathieu: 27/="/">Sunkissed by Avery McDonald: 30/="/">Tribute to Poofy, My Dead Duck (wood) by Jonah Belk: 34/="/">Girl with the Flowers (photography) by Barrie Tovar: 35/="/">Solo Spanish Dinner (photography) by Natalie Thompson: 38/="/">Untitled (photography) by Claire Edelman: 42/="/">Fishing for Faith (photography) by Catherine Maguire: 43
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.838 | 0.680 |
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".