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
The Use of Children's Literature in Teaching reveals the impact of politics, professional guidelines and restrictive measurements of literacy on the emerging identities of young teachers. It places renewed emphasis on the importance of creative teaching with children’s literature for the empowerment of teacher agency to enhance the learning of their students. Framing the debate alongside the issue of teacher autonomy, Simpson describes results from a two-year study, which brings together information from interviews, surveys, document analysis and digital stories from Australia, Canada, the UK and the US to assess the role of children’s literature in pre-service teacher education. Through cross-cultural comparison, this research captures the different levels of connection between politics, education systems, higher education and pre-service teachers. It exposes how politics, narrow views of professionalism and program structures in teacher education may adversely affect the development of pre-service teachers. This book presents a strong case that reading and responding critically to literary texts leads to better educational outcomes than basic decoding and low-level comprehension training. As such, this book will be of great interest to researchers and scholars working in the areas of teacher education and literacy and primary education. It should also be essential reading for teacher educators and policymakers.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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