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: The Flute Hope Morrison Gilmore, Rachna . The Flute; illus. by Pulak Biswas. Tradewind, 2012. 32p. ISBN 978-1-896580-57-9 $16.95 Ad 5-8 yrs. This original folktale is set in rural India, where young Chandra loses her beloved parents to the monsoon floods and then suffers the cruelty of her new caretakers, her brutal aunt and uncle. All she has left of her parents is her mother's flute, which magically provides her with food as well as comforting her with its beautiful song. When floods come once again to their village, the flute not only saves Chandra but provides her with a new family that jubilantly welcomes her as their daughter. This Canadian import reflects the style and elements of folklore, especially the Cinderella tale, and audiences will recognize the stripped-down narrative and cool distance; the story doesn't always hit the same emotional reality as folklore, though, with the cheer of the end seeming implausible. The illustrations are stylized, with a flat, blocky appearance and a reliance on a single hue (dark brownish black) that makes them resemble prints; smudgy textures and additional colors (only one or two elements per spread) add interest. Overall, though, the art lacks narrative pull; the faces (always in profile) are nearly identical from spread to spread, and the rough abstraction of the figures makes them more iconic than relatable. The Cinderella appeal is a strong one, however, so the title could still please those who like their bad guys bad and their endings happy. Copyright © 2012 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.003 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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