Bibliographic record
Abstract
Spring 2017. Full Issue, 175 pages including covers and advertisements. Table of Contents: Murawski, Elisabeth, When Lilies Burn, 1 Murawski, Elisabeth, Rivera, 2 Spireng, Matthew J., Rockport Nor'easter, June, 3 Munroe, Anna, Seasonal Attire, 4 Munroe, Anna, The Mission, 7 Murphy, Julie, Meanwhile, 9 Roberts, Stephen R., Notes on a Lost Notebook, with Complications, 10 Brenner, Francesca, Memory Box, 11 Stuart, Jane, The Oval Mirror, 12 Fox, Wendy, St. Maria of the Head, 13 Nelms, Sheryl L., Altocumulus Clouds, 26 Tramonte, Rachel, Long Relationships, 27 Tramonte, Rachel, No More Mythology, 28 Howerton, David, For Those Few, 29 Howerton, David, Finches Hop Across Field, 30 Meckel, Lisa, Some Unanswerable Questions Raised by Soft Flowers and an Old Woman, 31 Interview with Allison Espach, 32 Interview with Catherine MacPhail, 36 Acunzo, Zachary, A Storm's A Brewin, 41 Acunzo, Zachary, Riverside Flies, 41 D'Ella, Olivia, Hear Me, 42 D'Ella, Olivia, Nothing But Blues, 42 D'Ella, Olivia, Summer Sky, 43 D'Ella, Olivia, Warmth, 43 Harbour, Alexandra, Santorini, 44 Harbour, Alexandra, Burano, 44 Harbour, Alexandra, Copenhagen, 45 Harbour, Alexandra, New York, 46 Harbour, Alexandra, Amsterdam, 46 Harbour, Alexandra, Rome, 47 Harbour, Alexandra, Lexi's Door, 47 Harbour, Alexandra, Venice, 48 Harbour, Alexandra, New Hampshire, 48 McGill, Carla, Shifting, 49 McGill, Carla, The Glow of Former Times, 50 Howlett, Brian, So the Whale Said, 51 Alfier, Jefferey, Route 14, North from White Heather, 60 Richardson, Serena Eve, On Tour, 61 Askew, Judith, Gestures, 62 Askew, Judith, Ear Piercing, 63 Clutter, Timothy, Claudius on the Human Ear, 65 Biggus, Lela, Boy Devine, 67 Zeldolik, John, Only Careful Tread, 76 Raphael, Dan, Night is the Name We Give, 77 Francis, H.E., Stain, 79 Greenhause, Jonathan, Like Writing About Love, 100 Kelley, Jacqueline, Elevator Talk, 102 Cardoza, Sarah, Sushi in South Dakota, 103 Kent, Jessica, Sunday, 104 Kent, Jessica, Going Home, 105 Kent, Jessica, Small Talk, 106 McMann, Donald, Shaken and Stirred, 109 O'Connell, Suzanne, Privilege, 123 Swigart, Samantha, The Hour of Lead, 124 Williams, Stephen, Intended Solitude, 135 Thoreen, David, Winter Wheat, 136 Denelle, Courtney, The Kiss, 137 Tandon, Jason, Stranger, 143 Tandon, Jason, I Was Having a Wonderful Dream, 144 Foxley, Griff, A Second Coat, 145 Dumais, Anna C., Lying on the Hammock, Summer 2015, 146 Dumais, Anna C., Balance, 147 Dumais, Anna C., Walking in Providence, August 2016, 148 Dumais, Anna C., Hurricane Irene, Four Years Later, 149 Dumais, Anna C., Maybe Everything That Dies Someday Comes Back, 150
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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.885 | 0.898 |
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".