Leeches and Leprosy: Medieval Medicine in Modern Novels for Young Readers
Bibliographic record
Abstract
The European Middle Ages have long been a popular setting for children's books. Often, in novels for young readers, writers try to help their audiences gain a broader understanding of cultures different from their own. Yet sometimes in historical fiction, writers themselves fail to recognize how different medieval and modern cultures are, and thereby they allow their readers neither access to this fascinating otherness nor the chance to stretch their imaginative and empathic powers. Or they fall prey to the desire to modernize and secularize their protagonists, giving them contemporary values that can be shared by youthful readers. We can consider the ways in which writers challenge or coddle their readers by looking at the roles that illness, disease, and healing play in fifty years of award-winning fiction from England, Canada, and the United States. One feature that distinguishes novels whose writers are faithful to a medieval worldview is the understanding of the close relationship between medieval Christianity and attitudes toward health.
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How this classification was reachedexpand
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 | 0.000 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".