Informational Picture Books in the Library: Do Young Children Find Them?
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
ABSTRACT Ten public libraries were surveyed to evaluate access for young children, aged 4 ½ to 6 years, to age appropriate informational picture books. Location of books, types of shelving, and displays were noted for both fiction and informational books, and unobtrusive observations of young children browsing were conducted in three of the libraries. The findings confirmed children's preference for books in eye level face front shelving in high traffic areas especially near the children's area seating; most children did not explore far from parents. Visits by children to hardcover fiction, paperback fiction, and paperback informational picture books, were balanced. However, hardcover informational picture books were missed due to less accessible locations, oversize shelving, and fewer displays. The role of accompanying parents in finding materials was pivotal. Improving access for young children to a wide variety of books in their public libraries supports both recreational and educational needs, and needs to be considered in library layout.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.008 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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