Informational Picture Books in the Library: Do Young Children Find Them?
Bibliographic record
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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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".