Bibliographic record
Abstract
Eaton, Maxwell, III. The Flying Beaver Brothers and the Evil Penguin Plan. New York: Alfred A. Knopf, 2012. Print.The Flying Beaver Brothers and the Evil Penguin Plan is a new contribution to the tremendously popular genre of comics for developing readers (Captain Underpants, Wimpy Kid and their ilk).Eaton's artwork is very clean with little line variation, giving the pages a very open and spacious quality, which enables visual navigation. The simple colour scheme - clear, bright blues and gray tones - is a welcome variation on the standard black and white comic and this restrained palette supports the clean, cartoon-y style, further facilitating ease of reading by avoiding complexity and over-design.The Beaver Brothers' training for a beaver community surfing competition is interrupted when they stumble upon a secretive penguin community. The penguins have hatched a scheme to alter the natural wilderness the beavers call home to their own penguin specifications. The bumbling and mildly dysfunctional beavers must thwart their plan before it is too late.The narrative in The Flying Beaver Brothers is almost completely conveyed through imagery and dialogue – no lengthy, wordy asides impede the plot - and this gives the story a rewardingly quick pace and congenial accessibility. The beaver brothers are likeable doofuses and the penguins, though diabolical, are very cute (as penguins can be expected to be).Compared to other early reader comics, The Flying Beaver Brothers lacks the slightly outré humour and scatological content that seems intrinsic to this genre's appeal. It’s nice to think that readers would appreciate an occasional break from the diaper and underpants jokes and narratives that hinge on public humiliation to enjoy this easy going and earnestly environmentally conscious beaver brother’s adventure.Recommended: 3 out of 4 stars Reviewer: 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.
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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 | 0.000 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.022 | 0.011 |
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".