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: Age 16 by Rosena Fung Kate Quealy-Gainer Fung, Rosena Age 16; written and illus. by Rosena Fung. Annick, 2024 [316p] Trade ed. ISBN 9781773218335 $31.99 Paper ed. ISBN 9781773218342 $22.99 Reviewed from digital galleys R Gr. 8-12 Toronto in 2000 sets the opening scene for this deeply moving graphic novel, where sixteen-year-old Roz is doing her best to fit in by losing weight, counting calories, feigning excitement about the upcoming prom, and hiding her passion for sci-fi. Her mother doesn't make any of it easy, and she's particularly hard on Roz about her weight. The book then flashes back to Hong Kong in 1972, where Roz's mother Lydia contends with her own mother, whose hair-trigger temper and constant criticism create such a toxic home life that Lydia jumps at the chance to attend school in the U.S. Another shift in time brings readers to Guangdong in 1954 to meet Lydia's mother, Mei Laan, who flees from an abusive marriage to the streets, pregnant and with few resources. This portrait of intergenerational trauma strikes a delicate balance, providing a sympathetic explanation for Lydia's and Mei Laan's dysfunction without offering exoneration. The book takes care to acknowledge that healthy parenting was never modeled for any of these women, but that nonetheless their individual choices, along with their difficult circumstances, leave Roz with a heap of hurt she has no agency to heal or even fully understand. Time periods are marked by distinct palette shifts, and Fung (Living with Viola, BCCB 10/21) deftly conveys the three characters' chaotic thought patterns, relentless self-criticism, and deep pain with profound and engrossing art. Numbers on the scale follow Roz throughout her sections, Mei Laan's casually cruel comments move in ribbons around Lydia's, and a man's silhouette occasionally haunts Mei Laan's panels. A powerful author's note explains that while the book is fiction, much of it is based on Fung's own experience. Like Ying's Hungry Ghost (BCCB 3/23), this is a tender reminder that bodies are inherently both loveable and vulnerable, worthy and especially needing of compassionate care. [End Page 359] Copyright © 2024 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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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