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 Fiction Agell, Charlotte. Welcome Home Or Someplace Like It. ISBN 0-8050-7083-4. New York: Henry Holt, 2003. 230 pp. $16.95. Reviewed by Elsa Geskus Edwardson, Debby D. Whale Snow. Il. by Annie Patterson. ISBN 1-57091-393-5. Watertown, MA: Charlesbridge, 2003. Unp. $15.95. Reviewed by Marie Braxmeier Ellis, Sarah. The Several Lives Of Orphan Jack. Il. by Bruno St-Aubin. ISBN 0-88899-529-6. Toronto: Groundwood Books/Douglas & McIntyre, 2003. 84 pp. $14.95. Reviewed by Christina Foehl Elya, Susan Middleton. Oh No, Gotta Go. Il. by G. Brian Karas. ISBN 0-399-23493-4. New York: G. P. Putnam's Sons. Unp. $14.99. Reviewed by Marie Schmehl Gonzalez, Rigoberto. Soledad Sigh-Sighs: Soledad Suspiros. Il. by Rosa Ibarra. ISBN 0-89239-180-4. San Francisco: Children's Book Press, 2003. Unp. $16.95. Reviewed by Norma Medina Horn, Emily. Excuse Me … Are You A Witch? Il. by Pawel Pawlak. ISBN 1-58089-093-8. Watertown, MA: Charlesbridge, 2003. Unp. $15.95. Reviewed by Marian Smith Howard, Arthur. Serious Trouble. Il. by author. ISBN 0-15-202664-9. New York: Harcourt, 2003. 32 pp. $16.00. Reviewed by Gina Hoagland Ingold, Jeanette. Mountain Solo. ISBN 0-15-202670-3. Orlando, FL: Harcourt, 2003. 304 pp. $17.00. Reviewed by Ruth Kennedy Krisher, Trudy. Uncommon Faith. ISBN 0-8234-1791-3. New York: Holiday House, 2003. 263 pp. $17.95. Lewin, Ted. Lost City: The Discovery Of Machu Picchu. Il. by author. ISBN 0-399-23302-4. New York: Philomel Books, 2003. Unp. $16.99. Reviewed by Rachel J. Hickoff-Cresko LoPresti, Angeline Sparagna. A Place For Zero: A Math Adventure. Il. by Phyllis Hornung. ISBN 1-57091-196-7. Watertown, MA: Charlesbridge, 2003. 32 pp. $16.95. Reviewed by Sari Miller Manning, Maurie. The Aunts Go Marching. Il. by author. ISBN 1-59078-026-4. Honesdale, PA: Boyds Mills Press, 2003. Unp. $15.95. Martin, Jannelle. Abc Math Riddles. Il. by Freddie Levin. ISBN 0-939217-57-0. Columbus, NC: Peel Productions, 2003. Unp. $13.95. Reviewed by Melanie Lavigna McPhail, David. Sisters. Il. by author. ISBN 0-15-204659-3. New York: Harcourt, 2003. Unp. $9.95. Reviewed by Judy Becker Polacco, Patricia. G Is For Goat. Il. by author. ISBN-0-399-24018-7. New York: Philomel Books, 2003. Unp. $16.99. Schotter, Ron. In The Piney Woods. Il. by Kimberly Bulcken Root. ISBN 0-374-33623-7. New York: Melanie Kroupa Books, 2003. Unp. $16.00. Reviewed by Lindsay Rada Stoneman Douglas, Marjory. Alligator Crossing. Il. by Trudy Nicholson. ISBN 1-57131-640-X. Minneapolis, MN: Milkweed Editions, 2003. 190 pp. $16.95. In thisReviewed by MaryLouise Burger Pattou, Edith. East. ISBN 0152045635. Orlando, FL: Harcourt Children's Books, 2003. 400 pp. $18.00. Yee, Wong Herbert. Tracks In The Snow. ISBN 0-8050-6771-X. New York: Henry Holt, 2003. Unp. $15.95. Reviewed by Jennifer Thierer Informational Arnold, Caroline. Birds: Nature's Magnificent Flying Machines. Il. by Patricia J. Wynne. ISBN 1-57091-516-4. Watertown, MA: Charlesbridge, 2003. 32 pp. $16.95. Leedy, Loreen, & Pat Street. There's A Frog In My Throat: 440 Animal Sayings A Little Bird Told Me. Il. by the authors. ISBN 0-8234-1774-3. New York: Holiday House, 2003. 48 pp. $16.95. Reviewed by Rochelle Adam Miller, Susan. My First Dictionary. Il. by Ted Williams; Brian Warling Photography and Siede Preis Photography. ISBN 0 7853 8369 7. Lincolnwood, IL: Publications International, 2003. 160 pp. $7.95. Reviewed by Heather J. B. Arbuckle Myers, Walter Dean. Blues Journey. Il. by Christopher Myers. ISBN 0-8234-1613-5. New York: Holiday House, 2003. Unp. $18.95. Reviewed by Jeanie Burnett Pinto, Sara. The Alphabet Room. Il. by author. ISBN 1-58234-841-3. New York & London: Bloomsbury USA Children's Books, 2003. Unp. $16.95. Storad, Conrad J. Don't Ever CROSS THAT ROAD! An Armadillo Story. Il. by Nathaniel P. Jensen. ISBN 1-891795-08-2. Tempe, AZ: The RGU Group, 2003. Unp. $15.95. Wechsler, Doug. Bizarre Bugs. Il. by author. ISBN 1 59078 095 7. Honesdale, PA: Boyds Mills Press, 2003. Unp. $17.95. Reviewed by Smita Guha
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) | 0.000 | 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