Bibliographic record
Abstract
This introductory chapter provides a background of Fort Stanwix, which stood at what had become known as the Oneida Carrying Place, or the Carrying Place, or simply the Carry Place, on the vital water route connecting the Hudson River with Lake Ontario. From east to west, boats traversed the region by following the Mohawk River, Wood Creek, Lake Oneida, the Oneida River, and the Oswego River. This water route facilitated the important western fur trade of colonists with the Haudenosaunee, whose lands lay along the entire route, as well as other Indians living beyond them. In the mid-1750s, war between Britain and France developed, becoming the Seven Years' War in Europe and known as the French and Indian War in Britain's North American colonies. During their war against the French, the British used Fort Stanwix as a supply base for expeditions from 1758 through 1760. As the American War for Independence developed, beginning in 1776 the fort had been substantially rebuilt and garrisoned by Continental Army troops to help relieve the growing fears of both Indigenous and white residents of the Mohawk River Valley.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.492 | 0.272 |
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".