Samuel de Champlain: Voyages
Bibliographic record
Abstract
Samuel de Champlain was one of the most prolific European explorers of the land eventually named Canada and the Great Lakes region. Born in a booming seaport in France, Champlain made between twenty-one and twenty-nine trips across the Atlantic honing his sailing and navigating skills before turning to the exploration and charting of the great northern expanses of North America. Champlain participated in the establishment of the first permanent European settlements north of Florida between 1604 and 1608, founding towns now known as Saint John, Port Royal, and Quebec City. Between 1608 and 1616, Champlain secured a series of royal charters for exploration, establishment of centers of trade, commencement of war, and formal establishment of relations with the Native peoples. Champlain built strong relationships living with the Native peoples of the Great Lakes and Canadian interior. At the head of a small contingent of French soldiers, he participated in a Native Wendat military expedition against an Oneida village in northern New York.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.050 | 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 teacher head, 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".