Canadian Science Fiction for Children and Young Adults: Focusing on Novels from the 1980s
Bibliographic record
Abstract
The present study overviews Canadian science fiction for children and young adults in its early history. Canada’s multiculturalism is a great resource for diversity on their literary works, but at the same time, it often turns into concerns on their national identity. Canadian novels portray this unique trait in their stories with three major features. By contrasting the technology-dominated society with the nature-friendly one, they ultimately aim for an idyllic society. Also, the works express distrust of technology and progress with concerns about negative effects on the global environment. Finally, they lie on the blurred border between fantasy adventure and science fiction. Unlike mainstream science fiction novels, Canadian children’s SF writers take the subjects of science, nature, and humans more seriously. Depicting a variety of possible future societies, they continue to emphasize both the harmony of technology and the nature and the exploration of human identity. This originality distinguishes them from other countries’ works and are sufficiently attractive to many young readers.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.007 | 0.008 |
| Science and technology studies | 0.023 | 0.008 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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".