Matthew Evenden.<i>Allied Power: Mobilizing Hydro-electricity during Canada’s Second World War</i>.
Bibliographic record
Abstract
The phrase “Canada’s Second World War” conjures many images. There are the high politics of Canadian-American continental defense exemplified by the Ogdensburg Agreement (1940) and the Hyde Park Declaration (1941), as well as the 1943 and 1944 Quebec City conferences between Franklin D. Roosevelt and Sir Winston Churchill (with Canadian prime minister William Lyon Mackenzie King playing host). Events between 1939 and 1945 that touched Canada are evoked: Japanese-Canadian internment; the disastrous Dieppe Raid; the conscription crisis; and women in the wartime workforce. In this list of World War II touchstones, however, few would include the expansion of a hydroelectric producing network. That is, until now. Matthew Evenden’s fine study digs deep, in fact into the geologic history of the nation, to unearth a new element of Canada’s contribution during the global conflict. Moreover, it provides a wedge into the study of the environment and warfare in Canada’s past, an area seldom explored by environmental historians.
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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 | 0.001 | 0.003 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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".