French Canadian Participation in the War of 1812: A Social Study of the Voltiguers Canadians
Bibliographic record
Abstract
During the War of 1812, the participation of French Canadians in colonial militia units such as the Voltigeurs Canadiens was of great importance for the defence of Lower Canada. The colony’s lack of regular British toops combined with threats of American invasion rendered crucial to the mobilization of the local populace, most of which was of French descent. Although lacking the discipline and structure of British regular soldiers. Lower-Canadian militiamen were able to neutralize numerous American invasion attempts. Altogether, this impressive participation in the war effort helped redefine the military character of French Canadians. It also dissipated the British authorities’ fears that French Canadians were disloyal subjects. This study analyses the military organization of the Voltigeurs Canadiens to demonstrate the importance of French Canadian participation in the war, especially in Lower Canada, their military campaigns and how the Voltigeurs’ victories became the pride of all French Canada.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.030 | 0.009 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".