Bibliographic record
Abstract
Tsukirino, Yumi. Fluffy, Fluffy Cinnamoroll. 3 vols. San Francisco: VIZ Media, 2012. Print. Reading young children graphic novels is lots of fun and potentially encourages a more adaptable sense of narrative and enhanced visual interpretive skills. Many European and pan-Asian visual narratives test and thrill readers with the unanticipated ways they resolve the challenges of creating cohesive visual narratives and young readers can begin to appreciate narratives that don’t function in familiar, aesthetically normalized ways. The manga Fluffy, Fluffy Cinnamoroll has an appealing, unstructured page design that is enjoyable for young readers to negotiate but its real audience is pre-teens and teenagers who yearn for a big dose of super-kawaii Japanese culture. Fluffy, Fluffy Cinnamoroll has been given an “A” or “all ages” rating by the publisher and Cinnamoroll, the eponymous fluffy puppy, is part of the empire of Sanrio licensed characters which include Hello Kitty and her cohort of friends. Like Cinnamoroll characters designed for young Japanese readers are generally drawn with simple, “black dot” eyes so it might seem that Fluffy, Fluffy Cinnamoroll should be accessible for children in Grades 2 to 5. The appeal of characters designed for young audiences is not, however, always limited to young audiences and that is where consideration of the readership for which Fluffy, Fluffy Cinnamoroll is intended gets complicated. Book 1 starts appealingly with an introduction of the characters and magically-themed, short vignettes in which Cinnamoroll and his other puppy friends have adorable and mildly amusing adventures. There is little narrative continuity or intensity and readers must be drawn in by the magnetism of sheer cuteness but effervescent books like Fluffy, Fluffy Cinnamoroll have a legitimate place in a child’s repertoire of reading experiences. The tone and content in Books 1 and 2 are innocuous in the extreme but in Book 3, the tone and content changes. One of the stories has the pups eagerly auditioning to become pop idols. Another centres on the rigorous diet and exercise that some of puppies have to commit to in order to be ready for “bikini season”. It seems as though the writer has shifted tone to write for her own demographic rather than younger children. Book 3 is for an audience that thrills to the cuteness of the puppies but is media literate, relatively sophisticated and perhaps even a little world-weary. Fluffy, Fluffy Cinnamoroll is fun to read. It is brimming with interesting Japanese cultural context and is at times quite funny in a light and irreverent way. VIZ Media should be commended for bringing a wide range of manga to North American audiences with a slight proviso that, while can be very difficult to establish age-appropriate ratings, Fluffy, Fluffy Cinnamoroll is not quite as uncomplicatedly “all ages” as its “A” rating would indicate. Recommended with Reservations: 2 out of 4 starsReviewer: Matilda RocheMatilda spends her days lavishing attention on the University of Alberta’s metadata but children’s illustrated books, literature for young adults and graphic novels also make her heart sing. Her reviews benefit from the critical influence of a four year old daughter and a one year old son – both geniuses. Matilda’s super power is the ability to read comic books aloud.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.086 | 0.050 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".