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
Reviewed by: A Handful of Stars by Cynthia Lord Deborah Stevenson Lord, Cynthia A Handful of Stars. Scholastic, 2015 [192p] Trade ed. ISBN 978-0-545-70027-6 $16.99 E-book ed. ISBN 978-0-545-70029-0 $16.99 Reviewed from galleys R* Gr. 3-5 It’s a dog that brings Lily and Salma together: when Lucky, Lily’s ancient blind Labrador retriever, bolts for the road, Salma, one of the migrant workers picking Maine blueberries, lures him to safety with her sandwich. Soon a friendship blossoms between the two twelve-year-olds, and artistic Salma helps Lily decorate crafted bee houses to sell at the blueberry festival in order to raise funds for cataract surgery for Lucky. Salma also decides to enter the Downeast Blueberry Queen pageant, a move that breaks racial barriers but puts Lily, whose best friend is trying for a repeat victory, in an awkward position. Lord writes with a quiet naturalness that allows multiple plot facets to emerge without becoming messagey or heavy-handed. The treatment of Salma’s migrant life is matter-of-fact but direct, and Lily plausibly deals [End Page 35] with possibilities of local racism and swells with indignation on behalf of her new friend. Motherless Lily’s occasional longing for a maternal figure (“It made me all messed up inside to have someone treat me like a daughter”) is poignant, and her eventual Salma-encouraged shift in her approach to Lucky fits smoothly with her character growth. It’s the straightforward and unaffected prose (highly suitable for a readaloud as well as reading alone) that really allows Lily’s story to shine, though, and it’s hard to resist joining her on her journey toward greater maturity. Copyright © 2015 The Board of Trustees of the University of Illinois
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.001 |
| 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