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 PICTURE BOOKS McMullan, Kate & Jim I'M BIG! ISBN 978-0-06122974-9. New York: Balzer & Bray, 2010. 30 pp. $16.99. Reviewed by Melissa Gemeinhardt PICTURE BOOKS Oelschlager, Vanita A TALE OF TWO DADDIES. Il. by Kristen Blackwood & Mike Blanc. ISBN 978-0-98197145-2. Akron, OH: VanitaBooks, 2010. 42 pp. $15.95. Reviewed by Terre Sychterz PICTURE BOOKS Lacámara, Laura FLOATING ON MAMA'S SONG/FLOTANDO EN LA CANCIÓN DE MAMA. Il. by Yuyi Morales. ISBN 978-0-06084368-7. New York: HarperCollins, 2010. 32 pp. $16.99. Reviewed by Eleomarques Rocha PICTURE BOOKS Guy, Ginger Foglesong ¡BRAVO! Il. by René King Moreno. ISBN 978-0-06-173180-8. New York: Greenwillow Books, 2010. 30pp. $16.99. Reviewed by Holly M. Bell PICTURE BOOKS Joosse, Barbara FRIENDS (MOSTLY). Il. by Tomaso Milian. ISBN 978-0-06088221-1. New York: Greenwillow Books, 2010. 27pp. $16.99. Reviewed by Melissa Gemeinhardt PICTURE BOOKS Cox, Judy CARMEN LEARNS ENGLISH. Il. by Angela Dominguez. ISBN 978-0-82342174-9. New York: Holiday House, 2010. 32pp. $16.95. Reviewed by Eleomarques Rocha PICTURE BOOKS Ransome, James E. GUNNER, FOOTBALL HERO. ISBN 978-0-8234-2053-7. New York: Holiday House, 2010. 32 pp. $16.95. Reviewed by Holly M. Bell FAIRY TALE INNOVATIONS Stein, David Ezra INTERRUPTING CHICKEN. ISBN 978-0-76364168-9. Somerville, MA: Candlewick Press, 2010. 40 pp. $16.99. Reviewed by Mary Napoli Browne, Anthony ME AND YOU. ISBN 0-3743-4908-8. New York: Farrar, Straus & Giroux, 2010. 32 pp. $16.99. Elya, Susan Middleton RUBIA AND THE THREE OSOS. Il. by Melissa Sweet. ISBN 1-42311252-0. Disney Hyperion Books, 2010. 32 pp. $15.99. Levine, Gail Carson BETSY RED HOODIE. Il. by Scott Nash. ISBN 978-0-06-146870-4. New York: Harper, 2010. 40 pp. $16.99. Juster, Norton THE ODIOUS OGRE. Il. by Jules Pfeifer. ISBN 0-54516202-5. New York: Scholastic, 2010. 32 pp. $17.95. Alley, Zoé B. THERE'S A PRINCESS IN THE PALACE: Five Classic Tales. Il. by R. W. Alley. ISBN 978-1-59643471-4. New York: Roaring Brook Press, 2010. 40 pp. $19.99. NONFICTION Hodge, Deborah UP WE GROW: A Year in the Life of a Small, Local Farm. Photographs by Brian Harris. ISBN 978-155453561-3. Tonawanda, NY: Kids Can Press, 2010. 32pp. $16.95. Schwartz, David and Schy, Yael WHAT IN THE WILD? Mysteries of Nature Concealed … and Revealed. ISBN 978-1-58246310-0. Berkeley, CA: Tricycle Press, 2010. 44 pp. $16.99. Serafini, Frank LOOKING CLOSELY IN THE RAIN FOREST. ISBN 978-1-55337-543-2. Toronto, ON: Kids Can Press 2010. 40 pp. $16.95. Simon, Seymour TROPICAL RAINFORESTS. ISBN 978-0-06-114253-6. New York: HarperCollins, 2010. 30 pp. $16.99 NOVELS MacLachlan, Patricia WORD AFTER WORD AFTER WORD. ISBN 978-0-060279714. New York: Katherine Tegen Books 2010. 128 pp. $14.99. Springstubb, Tricia WHAT HAPPENED ON FOX STREET. Il. by Heather Ross. ISBN 978-0-06198635-2. New York: Balzer & Bray, 2010. 218 pp. $15.99. Perkins, Lynne Rae AS EASY AS FALLING OFF THE FACE OF THE EARTH. ISBN 978-0-06187090-3. New York: Greenwillow Books, 2010. 352 pp. $16.99.
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) | 0.002 | 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