“A Mere Matter of Marching”: US Soldiers on the Niagara Frontier during the War of 1812
Bibliographic record
Abstract
The Niagara Frontier was as a primary location for the battles of the War of 1812. Old Fort Niagara, located at the mouth of the Niagara River and Lake Ontario, served as a headquarters for both the Americans and the British military during the war. Archaeological excavations of a soldiers’ barracks at the fort revealed important material evidence for these occupations. This article reviews the ceramics, gun flints, military buttons, and a cap plate recovered from excavations in the summers of 2011 and 2013. This research seeks to distinguish between the American and British occupations of the fort and to better understand the meaning of this material culture to the soldiers living at the fort. The excavations recovered more evidence of the American, rather than the British, occupation of the fort. These excavations reveal the United States’ poor preparation for war along with the lack of adequate and consistent sources of supply.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.016 | 0.007 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".