Seeking an “Entente Cordiale”: Prosper Bender, French Canada, and Intercultural Brokership in the Nineteenth Century
Bibliographic record
Abstract
A physician by training, Prosper Bender (1844–1917) achieved prominence through his written work on French Canadians. In the 1870s, he joined the flourishing literary scene of Quebec City, a period that culminated with his Literary Sheaves (1881) and Old and New Canada (1882). Then, for more than a quarter-century, Bender lived in Boston, where he practiced homeopathic medicine and again played the part of an intercultural broker. Doubts concerning his native land’s future led him to promote the American annexation of Canada; he also wrote for American readers articles on French-Canadian culture. More than a century later, Bender’s body of work reflects the challenges facing post-Confederation Canada and the struggle for mutual understanding between French Canadians and their English-speaking neighbours.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.064 | 0.039 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".