Children’s Literature in Education
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
Children’s literature is a dynamic entity in its own right that offers its readers many avenues for pleasure, reflection, and emotional engagement. As this article argues, its place in education was established centuries ago, but this association continues today in ways that are both similar and different from its beginnings. The irony of children’s literature is that, while it is ostensibly for children, it relies on adults for its existence. This reciprocal relationship between adult and child is, however, at the heart of education. Drawing on a range of scholars and children’s texts from Australia, Austria, Canada, China, Germany, Sweden, Switzerland, the United Kingdom, and the United States, this discussion canvasses some of the many ways in which children’s literature, and the research that it inspires, can be a productive and valuable asset to education, in that its imaginative storytelling is the means by which it brings the world into the classroom and takes the classroom out into the world.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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