“The Gates” at Our Gates: F.R. (Hamish) Berchem and the Role of the Eastern Based Porte-class Gate Vessels after Canadian Armed Forces Unification
Bibliographic record
Abstract
Faced with near extinction after the unification of the Canadian Armed Forces in 1968, the Naval Reserve community had to prove its relevance in the era of nuclear missile exchange. A few officers took it upon themselves to demonstrate that the Naval Reserve could make significant contributions to the sea defence of Canada. The main training sea going platforms were the dowdy trawler designed Porte-class gate vessels. Referencing, primarily, the extensive fonds of the officer in charge, a naval reservist, Commander F.R. Berchem, this article chronicles the sea going training and operations of the gate vessels on the East Coast and Great Lakes from 1971 to 1975. The work of like-minded reserve commanders and their crews in the gate vessels was vital in preserving the sea-going capability of the citizen sailors of Canada during this difficult decade. Confrontée à la quasi-disparition après l’unification des Forces armées canadiennes en 1968, la communauté de la Réserve navale a dû se montrer pertinente à l’ère des échanges de missiles nucléaires. Quelques officiers ont pris l’initiative de prouver que la Réserve navale pouvait contribuer de façon importante à la défense maritime du Canada. Les principals plateformes de formation océaniques étaient les bâtiments de barrière de la classe Porte conçus comme chalutiers peu élégants. S’appuyant principalement sur le vaste fonds du commandant F.R. Berchem, officier responsable et member de la Réserve navale, cet article relate la formation et les opérations en haute mer des bâtiments de barrière sur la côte Est de 1971 à 1975. Les travaux des commandants de la Réserve et de leurs équipages à bord des bâtiments de barrière étaient indispensables au maintien de la capacité océanique des citoyens marins du Canada au cours de cette décennie difficile.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.006 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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".