Bibliographic record
Abstract
Fiction: Bradby, Marie. SOMEFRIEND. ISBN 0-689-85615-6. New York: Simon & Shuster/Atheneum Books for Young People, 2004. 240 pp. $23.95. Reviewed by Silvia Cioci, age 12, Toronto Fiction: Chall, Marsha Wilson. PRAIRIE TRAIN. Il. by John Thompson. ISBN 0-688-13433-5. HarperCollins, 2003. 32 pp. $15.99. Reviewed by Rose B. Jones Fiction: Duvall, Deborah L. HOW RABBIT LOST HIS TAIL — A Traditional Cherokee Legend (The Grandmother Stories Vol. 3). Il. by Murv Jacob. ISBN 0-8263-3010-X. Albuquerque, NM: University of New Mexico Press, 2003. 28 pp. $14.95. Reviewed by Melanie Tait Fiction Haddix, Margaret Peterson. SAY WHAT? Il. by James Bernardin. ISBN 0-689-86255-5. New York: Simon & Schuster Books for Young Readers, 2004. Unp. $12.95. Reviewed by Angela Pitamber Fiction Long, Melinda. HOW I BECAME A PIRATE. Il. by David Shannon. ISBN 0-15-201848-4. San Diego, CA: Harcourt, 2003. 34 pp. $16.00. Reviewed by Nancy Adams Fiction Murray, Andrew. HAVE YOU SEEN CHESTER? Il. by Nicola Slater. ISBN 0-06-057187-X. HarperCollins, 2004. 32 pp. $15.99 US/$23.99 CAN. Reviewed by Sonia Mastrangelo Fiction Perkins, Lynne Rae. SNOW MUSIC. Il. by author. ISBN 0-06-623956-7. Greenwillow Books, 2003. 31 pp. $15.99. Reviewed by Shelly A. Robinson Fiction Rubel, Nicole. GRODY'S NOT SO GOLDEN RULES. Il. by Nicole Rubel. ISBN 0-15-216241-0. San Diego, CA: Silver Whistle/Harcourt, 2003. 40 pp. $16.00. Reviewed by Isabel Killoran Fiction Weston, Tamson. HEY, PANCAKES! Il. by Stephen Gammell. ISBN 0-15-216502-9. New York: Silver Whistle, Harcourt, 2003. $32 pp. $16.00. Reviewed by Diane Vetter Fiction Weston, Tamson. HEY, PANCAKES! Il. by Stephen Gammell. ISBN 0-15-216502-9. New York: Silver Whistle, Harcourt, 2003. $32 pp. $16.00. Reviewed by Diane Vetter Alphabet Books: Kratter, Paul. THE LIVING RAINFOREST: An Animal Alphabet. Il. by author. ISBN 1-57091-603-9. Watertown, MA: Charlesbridge, 2004. 32 pp. $17.95 US/$28.95 CAN. Alphabet Books: Mannis, Celeste Davidson. THE QUEEN'S PROGRESS: An Elizabethan Alphabet. Il. by Bagram Ibatoulline. Viking, a division of Penguin Putnam Books for Young Readers, 2003. 38 pp. $16.99 US/$25.50 CAN. Reviewed by Stacey Haley Alphabet Books: Zonneveld, Famke. LIVING ALPHABET. Il. by Famke Zonneveld. ISBN 0-88010-516-X. New York: Bell Pond Books, 2003. 32 pp. $19.95 U.S/$29.95 CAN. Poetry: Millen, C. M. BLUE BOWL DOWN: An Appalachian Rhyme. Il. by Holly Meade. ISBN 0-7636-1817-9. Cambridge, MA: Candlewick, 2003. Unp. $16.99. Reviewed by Patricia A. Crawford Poetry: Rosenthal, Betsy. MY HOUSE IS SINGING. Il. by Margaret Chodos-Irvine. ISBN 0-15-216293-3. San Diego, CA: Harcourt Books, 2004. Unp. $16.00. Reviewed by Judith Ableser
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.697 | 0.660 |
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".