Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Poetry: Harley, Avis: FLY WITH POETRY: An ABC of Poetry. Il. by author. ISBN 1-56397-798-2. Honesdale, PA: Boyds Mills Press, 2000. 48 pp. $13.95. Reviewed by Susan L. Angstadt Kennedy, X. J.: ELYMPICS. Il. by Graham Percey. ISBN 0-399-23249-4. New York: Philomel Books, 1999. Unp. $15.99. Reviewed by Mikki Haas Medina, Jane: MY NAME IS JORGE. Il. by Fabricio Vanden Broeck. ISBN 1-56397-811-3. Honesdale, PA: Wordsong/Boyds Mills Press, 1999. 48 pp. $7.95. Reviewed by Eileen L. Shultz Nonfiction: Bull, Schuyler: ALONG THE LUANGWA: A Story of an African Floodplain. Il. by Alan Male. ISBN 1-56899-776-0. Norwalk, CT: The Nature Conservancy, 1999. 36 pp. $15.95. Reviewed by Irene Allen Garza, Carmen Lomas: MAGIC WINDOWS: Ventanas Mágicas. Il. by author. ISBN 0-89239-157-X. San Francisco: Children's Book Press, 1999. 32 pp. $15.95. Reviewed by Jeanie Burnett Jones, Charlotte Foltz: YUKON GOLD: The Story of the Klondike Gold Rush. ISBN 0-8234-1403-5. New York: Holiday House, 1999. 99 pp. $18.95. Reviewed by Kathleen Dolgos Lessem, Don: DINOSAURS TO DODOS: An Encyclopedia of Extinct Animals. Il. by Jan Sovak. ISBN 0-590-31684-2. New York: Scholastic, 1999. 112 pp. $16.95. Reviewed by Joseph S. Elias Pringle, Laurence: BATS! Strange and Wonderful. Il. by Meryl Henderson. ISBN 1-56397-327-8. Honesdale, PA: Boyds Mills Press, 2000. 32 pp. $15.95. Reviewed by Terre Sychterz Simon, Norma: ALL KINDS OF CHILDREN. II. by Diane Paterson. ISBN 0-8075-0281-2. Morton Grove, IL: Albert Whitman, 1999. Unp. $15.95. Reviewed by Susan A. Miller, Kutztown University of PA Tallchief, Maria, with Rosemary Wells TALLCHIEF: America's Prima Ballerina. II. by Gary Kelley. ISBN 0-670-88756-0. New York: Viking, 1999. 28 pp. $15.99. Reviewed by Jane S. Bray Trump, Fred: LINCOLN'S LITTLE GIRL: A True Story. II. by Christopher Wray. ISBN 1-56397-375-8. Honesdale, PA: Bell Books, Boyds Mill Press, 1999 (paperback ed.). 184 pp. $8.95. Reviewed by Elsa Geskus Ward, Jennifer, & T. J. Marsh: SOMEWHERE IN THE OCEAN. II. by Kenneth J. Spengler. ISBN 0-87358-748-0. Flagstaff, AZ: Rising Moon, 2000. Unp. $15.95. Reviewed by Andrea Bartlett Fiction: Balouch, Kristen: LISTEN TO THE STORYTELLER. II. by author. ISBN 0-670-88054-X. New York: Penguin, 1999. 32 pp. $16.99. Reviewed by Pamela A. Salley Banks, Sara Harrell ABRAHAM'S BATTLE: A Novel of Gettysburg. ISBN 0-689-81779-7. New York: Atheneum, 1999. 96 pp. $15.00. Reviewed by Barbara Foulks Boyd Blake, Robert J.: YUDONSI. II. by author. ISBN 0-399-23320-2. New York: Philomel Books, 1999. Unp. $15.99. Reviewed by Lucille Fanger Carter, Alden: CRESCENT MOON. ISBN 0-8234-1521-X. New York: Holiday House, 1999. 153 pp. $16.95 Reviewed by Joseph McSparran Chen, Jian Hong: THE LEGEND OF THE KITE: A Story of China. II. by author. ISBN 1-56899-810-4. Norwalk, CT: Soundprints, 1999. Unp. $15.99. Couloumbis, Audrey: GETTING NEAR TO BABY. ISBN 0-399-23389-X. New York: G. P. Putnam's Sons, 1999. 211pp. $17.99. Reviewed by Gayle Roome Dansiger, Paula: I, AMBER BROWN. II. by Tony Ross. ISBN0-399-23180-3. NewYork: G. P. Putnam's Sons, 1999. 140 pp. $14.99. Reviewed by Nancy Graber Esbensen, Barbara Juster: JUMPING DAY. II. by Maryann Cocca-Leffler. ISBN 1-56397-853-9. Honesdale, PA: Boyds Mills Press, 1999. Unp. $7.95 (paperback). Reviewed by Tracy Keyes George, Jean Craighead: FRIGHTFUL'S MOUNTAIN. ISBN 0-525-46166-3. New York: Button Children's Books, 1999. 255pp. $15.99. Reviewed by Irene S. Hatzistavrakis Lasky, Katherine: ELIZABETH I: Red Rose of the House of Tudor. ISBN 0-590-68484-1. New York: Scholastic, 1999. 237 pp. $10.95. Reviewed by J. Robert Dornish Littlesugar, Amy: THE TREE OF HOPE. II. by Floyd Cooper. ISBN 0-399-23300-8. New York: Philomel, 1999. 40 pp. $16.95. Reviewed by Sharon White Williams Lurie, Alison: THE BLACK GEESE: ABabaYaga Story From Russia. II. by Jessica Souhami. ISBN 0-789-42558-0. New York: DK Publishing, 1999. 32 pp. $14.95. Mora, Pat: THE RAINBOW TULIP. II. by Elizabeth Sayles. ISBN 0-670-87291-1. New York: Viking, 1999. 26 pp. $15.99. Reviewed by Gloria Tansits Wenze Nelson, Vaunda Micheaux: BEYOND MAYFIELD. ISBN 0-399-23355-5. New York: G. P. Putnam's Sons, 1999. 138 pp. $15.99. Schachner, Judith: THE GRANNYMAN. II. by author. ISBN 0-525-46122-1. New York: Button Children's Books, 1999. Unp. $15.99. Reviewed by Krishna M. Confer Stier, Catherine: IF I WERE PRESIDENT. II. by DyAnneDiSalvo-Ryan. ISBN 0-8075-3541-9. Morton Grove, IL: Albert Whitman, 1999. Unp. $14.95. Reviewed by Maureen Wildman Taulbert, Clifton L.: LITTLE CLIFF AND THE PORCH PEOPLE. II. by E. B. Lewis. ISBN 0-8037-2175-7. New York: Dial Books for Young Readers, 1999. 29 pp. $15.99.
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.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.000 |
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 it