A Tough Little Boat: The Pogo-HMCS Labradorâs Hydrographic Survey Launch
Bibliographic record
Abstract
In the summer of 1995 the Canadian War Museum accepted delivery of the Pogo, the 36-foot aluminum sounding boat which had accompanied the voyages of HMCS Labrador, Canada’s first and last Arctic Patrol vessel. One of the considerations that led to its acquisition lies in the CWM’s mission statement, to document “Canada’s commitment to peacekeeping and maintenance of international security.” We have a tendency to speak of international security as a concept symptomatic of the Nuclear Age because, prior to the Second World War, countries could afford to take an isolationist stance and dismiss the tension between belligerents as “none of their business.” However, the long-range nuclear bomber and the subsequent introduction of the intercontinental ballistic missile made tensions everybody’s business. The early 1950s were the beginning of an era where Canada began to define its postwar image and the addition of this artifact to the National Collection is a physical reminder of Canada's role in the achievement of Arctic sovereignty and the development of international security.
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 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 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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".