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
Sanderson, Brandon. The Rithmatist. Illus. Ben Sweeney. New York: Tom Doherty Associates, 2013. Print.What if the survival of humanity depended on the geometry skills of a few elite youths? But it does.Winner of the YALSA 2014 Teen’s Top Ten Award, this book asks readers to envisage an alternate history for Earth. The Asian nation of JunSeo has overtaken much of the globe, and technology relies on elaborate systems of springs and gears. Society relies on the skills of Rithmatists, who use geometric shapes and angles to wage war against a rogue force of chalklings – two-dimensional chalk drawings with a penchant for blood.All Joel has ever wanted to be is a Rithmatist, but he has not been chosen by the Master. In spite of this, he spends all his time exploring Rithmatic principles. Joel’s dreams are realized when the disgraced Professor Fitch begins to tutor him along with remedial Rithmatics student Molly. When the far-off war against chalklings in Nebrask becomes more real and Rithmatic students begin to be targeted close at home, Joel’s suspicions are fixated on the new Rithmatics professor, Nalizar.In the misdt of this fantasy novel, American author Brandon Sanderson has embedded a number of intriguing questions. What would the world be like if a power other than Great Britain had achieved world dominance? What does the idea of predestination mean for those who are not chosen? What if different technologies had taken hold?Although there are literary and symbolic elements that posit this story as a thriller, the author has included enough humor that it still maintains a playful and adventurous tone. A sense of anticipation is maintained throughout, as the principles of Rithmatics and the plot are gradually revealed. Though Sanderson’s writing style at times impedes the immersive quality of the story, the reader is kept deliciously in suspense until the end. Ben Sweeney’s illustrations at the end of every chapter masterfully enhance the reader’s understanding of Rithmatic principles.The first in a series, this book would appeal to readers who enjoy fantasy, such as the Harry Potter series or The Golden Compass. It is recommended for children in grades 7-12 and is a good example of “hi-lo” fiction. The accessible language will engage reluctant readers. A reading and activity guide is included at the end of the book, suitable for discussion and exploration in a classroom setting.Highly Recommended: 4 out of 4 starsReviewer: Kelsi McGillivrayKelsi McGillivray teaches grade 3 at an international school in Kathmandu, Nepal. She is currently working on her Masters of Education in teacher-librarianship and aspires to become the school librarian in the future. She enjoys reading, hiking, and adventures.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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