Bibliographic record
Abstract
Henkes, Kevin. Junonia. New York: Greenwillow Books, 2011. Print. Henkes’ carefully considered novel for young adults, Junonia, showcases his ability to convey depth of emotion very clearly and intuitively. Going against the truism that children’s book illustrations have to represent the characters, the beautiful and restrained illustrations evoke the archetypal woodcut illustrations of vintage children’s books without descending into nostalgic kitsch. Both word and illustration contribute to Henkes’ candid and clear-eyed depictions of the natural world and the exterior manifestations of the characters’ inner lives. The story unfolds as Alice Rice returns with her parents to Sanibel Island in Florida for their annual winter holiday and to celebrate her tenth birthday. Henkes has a deft narrative grasp of the unknowability of the individual, both to themselves and others; an aspect of the human condition that young people experience particularly acutely. In Henkes’ books for younger readers, there are gentle and empathetic adults present to help children negotiate the complexity of the world and their own feelings. However, Junonia is for older children and its protagonist is beginning the process of learning to navigate and master her own feelings and expectations. While supportive adults are present, they can only offer Alice a limited degree of benevolent protection from the realities of the passage of time and the vagaries of human emotions. While the subject of the book is transition to, and reconciliation with, a more adult-level of self-awareness, the book never seems maudlin and retains a very lucid and almost austere tone. Junonia is an immersive and lovely introduction to literature created with the intent to closely follow the interior monologues of its characters. One could imagine moving on to Mrs Dalloway rather effortlessly. Highly recommended: 4 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.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.153 | 0.113 |
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".