Bibliographic record
Abstract
The final journal in the Research in Maritime History series offers a selection of papers by Olaf U. Janzen concerning the maritime history of eighteenth-century Newfoundland, reprinted from various publications and assembled here in chronological order. It explores themes of imperial dominance expressed by both the British and French empires in the struggle for sovereignty that ensconced the two nations. The Newfoundland fishery in the wake of the Treaty of Utrecht was also source of tension between British and French fishermen due to the fishery’s lucrative status. In attempt to integrate Newfoundland’s maritime history into the wider context of the North Atlantic world it examines the struggles of France as their maritime trade went into decline; the dominance of the British Royal Navy on the Atlantic Ocean; the struggle of indigenous Canadians to migrate to Newfoundland; and the efforts of America during the War of Independence to target the fishery when vulnerable. It consists of an introduction, twelve chapters exploring pertinent themes, and an appendix containing reprinted oil paintings of British artist Francis Holman depicting a naval engagement of 7-8 July 1777 involving numerous vessels.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.012 | 0.007 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 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".