Bibliographic record
Abstract
Barclay, Eric. I Can See Just Fine. New York, NY:, Abrams Appleseed, 2013. Print.Paige is a little girl who really needs glasses, but doesn’t know it. Her teachers and her mum and dad notice that she is having trouble with her vision, but when her parents decide to take her to the eye doctor, she’s not keen on going.Young readers will follow Paige as she goes for her eye examination and through the process of choosing frames. They will witness the dramatic change in how Paige sees the world when she finally gets her new glasses. I Can See Just Fine gives children get a sense of what to expect if they need glasses, ranging from what they will encounter during a visit to the optometrist or ophthalmologist, to the clinic environment, to the equipment and procedures, to being fitted for lenses and frames.Author and illustrator, Eric Barclay, crafts a story that is engaging, humorous, and instructive. His text and artwork highlights the fun and fascinating aspects of the eye exam and frame selection process. Barclay includes many details that draw in the reader and make reading and re-reading the story enjoyable, weaving humorous details around the central issue of Paige’s vision impairment. He employs two-page spreads at strategic points in the story, in one case representing the vast array of frames for Paige to select, and in another communicating the dramatic contrast between what Paige sees with and without her new glasses.I Can See Just Fine is a story that will entertain and educate young readers, and help children to feel less anxious about having their vision assessed and corrected. The story’s text and illustrations include subtle details that will appeal to older readers or to parents/older siblings reading the book to young children.Highly recommended: 4 out of 4 starsReviewer: Maria TanMaria C. Tan is a medical librarian at the Abdul Khaliq Library in Alberta Health Services’ Cross Cancer Institute and a former editorial team member of the Deakin Review. She firmly believes that children's literature is an essential component in the fountain of youth.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.491 | 0.408 |
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".