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 Nonfiction: Allen, Judy Tudor Humphries BACKYARD BOOKS: Are You a Bee? Il. by authors. ISBN 0-75345345-2. New York: Kingfisher, 2000. 32 pp. $9.95. Reviewed by Jill Quisenberry Nonfiction: Dewey, Jennifer Owings ANTARCTIC JOURNAL. Four Months at the Bottom of the World. Il. and photographs by author and others. ISBN 0-06-028586-9. New York: HarperCollins, 2001. 64 pp. $16.95. Reviewed by Irene A. Allen Nonfiction: Lourie, Peter ON THE TRAIL OF SACAGAWEA. Photographs by author and others. ISBN 1-56397-840-7. Honesdale, PA: Caroline House, Boyds Mills Press, 2001. 48 pp. $18.95. Reviewed by Jeanie Burnett Nonfiction: Markle, Sandra GROWING UP WILD: Wolves. Il. by author. ISBN 0-689-81886-6. New York: Atheneum Books for Young Readers, 2001. 32 pp. $16.00. Nonfiction: Singer, Marilyn A PAIR OF WINGS. ISBN 0-82341547-3. New York: Holiday House, 2001. Unp. $16.95. Reviewed by Maria “M.J.” Savaiano Nonfiction: Swinburne, Stephen R. BOBCAT: North America's Cat. ISBN 1-56397-843-1. Honesdale, PA: Caroline House, 2001. 32 pp. $15.95. Reviewed by Debi Kuring Fiction Nonfiction: Austin, Patricia THE CAT WHO LOVED MOZART. Il. by Henri Sorenson. ISBN 0-8234-1535-X. New York: Holiday House, 2001. 29 pp. $16.95. Nonfiction: Bateman, Teresa FARM FLU. Il. by Nadine Bernard Westcott. ISBN 0-8075-2274-0. Morton Grove, IL: Albert Whitman, 2001. Unp. $15.95. Reviewed by Patricia A. Crawfordz Nonfiction: Bruchac, Joseph THE JOURNAL OF JESSE SMOKE: A Cherokee Boy. ISBN 0-439-12197-3. New York: Scholastic, 2001. 203 pp. $10.95. Reviewed by Amy Keller Nonfiction: Creech, Sharon A FINE, FINE SCHOOL. Il. by Harry Bliss. ISBN 0-06-027736-X. New York: Harper Collins, 2001. Unp. $15.95. Nonfiction: Garland, Sherry VALLEY OF THE MOON. The Diary of Maria Rosalia de Milagros, Sonoma Valley, Alta California, 1846. ISBN 0-439-08820-8. New York: Scholastic, 2001. 218 pp. $10.95. Reviewed by Meredith Weiss Nonfiction: Gregory, Kristina FIVE SMOOTH STONES: Hope's Diary. ISBN 0-439-14827-8. New York: Scholastic, 2001. 106 pp. $8.95. Reviewed by Mary Laub Nonfiction: Hiscock, Bruce COYOTE AND BADGER. Il. by author. ISBN 1-56397-848-2. Honesdale, PA: Boyd Mills Press, 2001. Unp. $15.95. Reviewed by Penny Boepple Nonfiction: Jacobsson, Anders Sören Olsson IN NED'S HEAD. Translated by Kevin Read. ISBN 0-689-83870-0. New York: Atheneum Books for Young Readers, 2001. 133 pp. $16. Reviewed by Elsa Geskus Nonfiction: Johansen, K.V. PIPPIN AND PUDDING. Il. by Bernice Lum. ISBN 1-55074-631-6. Toronto, ON: Kids Can Press, 2001. Unp. $12.95. Nonfiction: Johnston, Tony MY BEST FRIEND BEAR. Il. by Joy Allen. ISBN 0-87358-775-8. Flagstaff, AZ: Rising Moon, 2001. Unp. $15.95. Reviewed by Melissa Dramby Nonfiction: Lewin, Ted RED LEGS: A Drummer of the Civil War. Il. by author. ISBN 0-688160024-7. HarperCollins, 2001. Unp. $15.95. Nonfiction: Look, Lenore HENRY'S FIRST MOON BIRTHDAY. Il. by Yumi Heo. ISBN 0-68982294-4. New York: Atheneum Books for Young Readers, 2001. Unp. $16.00. Reviewed by Debora Wisneski Nonfiction: Merriam, Eve LOW SONG. Il. by Pam Paparone. ISBN 0-689-82820-9. New York: Margaret K. McElderry Books, 2001. $16.00. Reviewed by Gina Hoagland Nonfiction: Myers, Walter Dean THE JOURNAL OF BIDDY OWENS. ISBN 0-439-09503-4. New York: Scholastic. 2001. 144 pp. $10.95. Reviewed by Marissa McGlone Nonfiction: Roberts, Willo Davis BUDDY IS A STUPID NAME FOR A GIRL. ISBN 0-689-81670-7. New York: Atheneum Books, 2001. 218 pp. $16.00. Reviewed by Amy Easter Nonfiction: Rylant, Cynthia THE GREAT GRACIE CHASE: Stop That Dog! Il. by Mark Teague. ISBN 0-590-19941-6. New York: Blue Sky Press, 2001. Unp. $15.95. Reviewed by Sue Grossman Nonfiction: Snicket, Lemony THE ERSATZ ELEVATOR: A Series of Unfortunate Events, Book the Sixth. Il. by Brett Helquist. ISBN 0-06-440864-7. New York: Harper-Collins, 2001. 259 pp. $8.95. Reviewed by Elizabeth K. Liddicoat Nonfiction: Warrick, Karen Clemens IF I HAD A TAIL. Il. by Sherry Neidigh. ISBN 0-87358-781-2. Hong Kong: Rising Moon, 2001. Unp. $15.95. Reviewed by Liane Ford Nonfiction: Watt, Melanie LEON THE CHAMELEON. Il. by author. ISBN 1-55074-867-X. Toronto, Canada: Kids Can Press Ltd., 2001. Unp. $14.95. Nonfiction: White, Ellen Emerson KAIULANI: The People's Princess. ISBN 0-439-12909-5. New York: Scholastic, 2001. 238 pp. $10.95. Reviewed by Andrea Bartlett
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) | 0.001 | 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