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 books seek to assist children to understand themselves and their world. Unsettling Narratives: Postcolonial Readings of Children’s Literature demonstrates how settler-society texts position child readers as citizens of postcolonial nations, how they represent the colonial past to modern readers, what they propose about race relations, and how they conceptualize systems of power and government. Clare Bradford focuses on texts produced since 1980 in Canada, the United States, Australia, and New Zealand and includes picture books, novels, and films by Indigenous and non-Indigenous publishers and producers. From extensive readings, the author focuses on key works to produce a thorough analysis rather than a survey. Unsettling Narratives opens up an area of scholarship and discussion—the use of postcolonial theories—relatively new to the field of children’s literature and demonstrates that many texts recycle the colonial discourses naturalized within mainstream cultures.
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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.041 | 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 it