Bibliographic record
Abstract
Fiction: Argueta, Jorge: XOCHITL AND THE FLOWERS/XOCHITL, LA NIÑTA DE LAS FLORES. Il. by Carl Angel. ISBN 0-89239-181-2. San Francisco: Children's Book Press, 2003. 32 pp. $16.95.: Reviewed by Paula Quintana Brown, Elizabeth Ferguson: COAL COUNTRY CHRISTMAS. ISBN 1-59078-020-5. Honesdale, PA: Boyds Mills Press, 2003. 32 pp. $15.95. Reviewed by Bev Gitter Desimini, Lisa: MY BEAUTIFUL CHILD. Il. by Matt Mahurin. ISBN 0-439-45893-5. New York: Blue Sky Press, 2004. Unp. $16.95. Reviewed by Patricia A. Crawford Hartinger, Brent: THE LAST CHANCE TEXACO. ISBN 0-06-050912-0. New York: Harper Tempest, 2004. 240pp. $15.99. Reviewed by Ann Pohl Hoberman, Mary Ann: WHOSE GARDEN IS IT? Il by Jane Dyer. ISBN 0-15-202631-2. San Diego, CA: Gulliver Books, 2004. 40 pp. $16.00. Reviewed by Emma Lee Johnson, Angela: JUST LIKE JOSH GIBSON. Il by Beth Peck. ISBN 0-689-82628-1. New York: Simon and Schuster Books for Young Readers, 2004. Unp. $15.95. Reviewed by Julie Lavalle Koontz, Dean: EVERY DAY'S A HOLIDAY. Il by Phil Parks. ISBN 0-06-008584-3. New York: HarperCollins, 2003. Unp. $17.99. Reviewed by Angela Pitamber McPhail, David: MY LITTLE BROTHER. Il by David McPhail. ISBN 0-15-204900-2. New York: Harcourt, 2004. 32 pp. $16.00. Reviewed by Sonia Mastrangelo Powell, Consie: AMAZING APPLES. ISBN 0-8075-0399-1. Morton Grove, IL: Albert Whitman & Company, 2003. 32 pp. $15.95. Reviewed by Sherry Trotta Spinelli, Eileen: BATH TIME. Il by Janet Pederson. ISBN 0-7614-5117-X. Tarrytown, NY: Cavendish Children's Books, 2003. 32 pp. $14.95. Reviewed by Isabel Killoran Wallace, Ian: THE MAN WHO WALKED THE EARTH. ISBN 0-88899-545-8. Toronto, ON: Groundwood, 2003. 32 pp. $17.95. Reviewed by Margaret James Nonfiction: Park, Linda Sue: MUNG-MUNG: A Foldout Book of Animal Sounds. Il by Diane Bigda. ISBN 1-57091-486-9. Watertown, MA: Charlesbridge, 2004. Unp. US$9.95/CAN $15.95. Reviewed by Heather Lotherington Pfeffer, Wendy: WIGGLING WORMS AT WORK. ISBN 0-06-028448-X. New York: HarperCollins, 2004. 40 pp. $4.99. Reviewed by Olga Cioci Simon, Seymour: HURRICANES. ISBN 0-688-16291-6. New York: HarperCollins, 2003. 32 pp. $15.99. Reviewed by Jeanetta G. Riley Washington, Donna L.: A PRIDE OF AFRICAN TALES. Il by James Ransome. ISBN 0-06-024929-3. New York: HarperCollins, 2004. 80 pp. $25.99. Reviewed by Melanie Friedman Winkelman, Barbara Gaines: PUFFER'S SURPRISE. Il by Steven James Petruccio. ISBN 1-59249-032-8. Norwalk, CT: Soundprints, 2003. 32 pp. $15.95 U.S./$25.95 CAN.
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 | 0.007 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.739 | 0.702 |
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".