Bibliographic record
Abstract
Bertrand de Jouvenal stresses the identification of the individual with the nation.This identification is so intimate and profound as to inspire citizens to recognize themselves as an inseparable part of the whole, and to assume the connotation of a civic baptism "en tout semblable a l'entrée dans l'Eglise.Le particulier meurt à lui même en tant que l'unité distincte, et il renâit membre du corps moral et collectif."In our case, the 'unité distincte" to which de Jouvenal refers is the Italian Canadian, that distinctive entity within the Canadian fabric which upholds its original culture and creates a luminous mosaic.seiIn each phase of their migratory journey, Italian Canadians have often embodied a specific status, fruit of an extraordina n __Stratification.In many cases, uneducated peasants and seasonal farmhands, with no critical awareness, had on their lips the arias of Verdi and Puccini and in their eyes the elegant structures of classic and Renaissance architecture.
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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 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.239 | 0.107 |
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".