Bibliographic record
Abstract
TABLE OF CONTENTS POETRY CHANGING LANGUAGE: Beryl Younger [page] 8 SOUTH DAKOTA FARMER: T.R. Maves [page] 9 HENRY'S HARVEST: Kevin Woster [page] 10 YOUNG FARMER SHOOTING POOL: Doug Cockrell [page] 16 COUNTRY STORE: Cary Cross [page] 17 THE COWGIRL IN THE SALOON AT THE RAMADA INN: William Kloefkorn [page] 19 DIRECTIONS: David Allan Evans [page] 21 PEONY RIDGE: J. Alan Martin [page] 22 THE WOOD-CARVER: Meta Brandl [page] 23 THOUGHTS RUNNING THROUGH MY HEAD: Linda F. Hanson [page] 24 ON THE RIVER: Ted Kooser [page] 25 ANOTHER DRUNK INDIAN: Kevin Woster [page] 27 SAUNA: Leon Tetzlaff [page] 28 THE NIGHT THE MAGIC FINGERS FAILED: Harley Elliot [page] 29 J.C. PEANUT: Sheri Hagen [page] 30 THE '67 MUSTANG: Wayne A. Jones [page] 31 PIANO MAN: Wendy M. Howell [page] 32 THE FACE: David Allan Evans [page] 33 LATE NIGHT HORROR MOVIE: Doug Cockrell [page] 38 TAKE A RIDE: Cheryl Hart [page] 44 TABLE FOR ONE: Jack Dan Sherman [page] 45 EARLY-JUNE: Robert Richter [page] 51 WINTER HUNT: Kevin Woster [page] 52 WHEN I THINK OF NEW YORK: Denise Luken [page] 53 IT IS RATHER QUIET: Patricia A. Rahja [page] 54 BREAKERS: Mary E. Burkman [page] 55 BARE BRANCHES: Cary Cavanaugh [page] 57 CAMEO II: Anita Olson [page] 58 AN EIGHT SECOND POEM: Keith Brumley [page] 58 TANTRUM: William Kloefkorn [page] 59 ACCELERATION: Douglas Koehn [page] 60 AS: Wendy Howell [page] 60 KELOWNA, B.C.: Michael Hall [page] 61 OVER-LOOKING MUMMY PASS ON THE WAY TO FALL MOUNTAIN: Leon Tetzlaff [page] 66 KILLING THE ROOSTER: Sheryl. L. Baker [page] 68 BEAUTY IS A THOUGHT: Kathleen Laird [page] 70 COMMON AIRS: Emma Dimit [page] 70 OLIVE: David Lias [page] 71 HOME AND SAFE: Jill Erickson [page] 73 EINSTEIN SAID: Pete Balzani [page] 73 THIS POEM I BRING: Douglas Cockrell [page] 74 PROSE RAINED OUT: J. Alan Martin [page] 11 I SEE HER SOMETIMES: Marcia K. Houtman [page] 35 MARANATHA: Connie Kirschenman [page] 40 CARL GRUPP BIOGRAPHY [page] 46 COFFEE BREAK: David J. Feela [page] 62 VISUALS Nancy Steers [page] cover Nancy Steers [page] inside front cover Linda Hanson [page] 8 Dorothy Morgan [page] 15 Dorothy Morgan [page] 16 Susan Hartenoff [page] 18 Linda Hanson [page] 20 Patricia Rahja [page] 24 Dave Klemm [page] 26 Polly Fladmark Hoffman [page] 34 Linda Hanson [page] 43 Linda Hanson [page] 44Carl Grupp [page] 47-50 Patricia Rahja [page] 53Nancy Steers [page] 56 Patricia Rahja [page] 62 Tom Mohan [page] 67 Dave Klemm [page] 69 Diane Nelson Mattern [page] 70 Greg Painter [page] 72
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.891 | 0.848 |
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".