Bibliographic record
Abstract
Table of Contents\nPOETRY\nSleep Costs by Maggie Bower: 2Inside That Coffee Shop by Katie Daigle: 3The Moth by Sarah Leathe: 5Scrape by Sam LeBlanc: 11Valediction (Note: it's not goodbye) by Victoria Cheff: 12Dance Partner by Simone Leung: 14I Sleep Beneath the Rouge Bleu Jaune Navajo Quilt That's More Like a Rug Than a Blanket by Catherine Maguire: 15Fortuity by Alex Sarappo: 19For What Its Worth by Amy Cunningham: 20Aurora by Ben Semmes: 22Soup and Sandwich by Leah Powley: 28In a Northern Maine Garden by Katie Daigle: 31Foster Child #14 by Catherine Maguire: 32Lyric of the Lightning Kin's by Esther Mathieu: 36Visits by Alex Sarappo: 37Homecoming by Samantha Silvay: 41\nPROSE\nGentlemen by Hannah Schaeffer: 7Between Red and Blue by Livia Biedermann: 17When Life Gives You a Bicycle by Samantha Silvay: 23A Blessing and a Curse by Anonymous: 29An Unconventional Father by Nora Mabie: 33Kyle Wuz Heer by Hannah Schaffer: 39\nART\nRed Beanie [cover photo] (digital art) by Emmie Lai: coverMen in the Plaza Mayor (photography) by Natalie Thompson: 1Storms of Flight by Avery McDonald: 4Radama (paper) by James Lucas: 5Davis (photography) by Claire Edelman: 1020 Minutes to London (photography) by Yichen Lu: 13What Are You Looking At? (ink) by Jonah Belk: 16Santorini at Night (photography) by Natalie Thompson: 18My Favorite Arm Picture (photography) by Yichen Lu: 21Untitled (oil on canvas) by Kendra Ellie: 26Safari (photography) by Yichen Lu: 27Shoreline (photography) by Esther Mathieu: 27Sunkissed by Avery McDonald: 30Tribute to Poofy, My Dead Duck (wood) by Jonah Belk: 34Girl with the Flowers (photography) by Barrie Tovar: 35Solo Spanish Dinner (photography) by Natalie Thompson: 38Untitled (photography) by Claire Edelman: 42Fishing for Faith (photography) by Catherine Maguire: 43
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 teacher head, 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".