Bibliographic record
Abstract
In September 1939, a committee of the British War Cabinet estimated that the dominions of Canada, Australia, New Zealand, and South Africa could raise fourteen divisions of the fifty-five-division field force it hoped the British Commonwealth would assemble for the war against Germany and the other Axis powers. The British got what they were looking for, and then some. The Canadians raised three infantry divisions, two armored divisions, and two independent armored brigades. They also raised another three divisions for home defense, one of which was designated for the invasion of Japan when the war in the Far East ended in August 1945. The Australians generated four infantry divisions and one armored division for the 2nd Australian Imperial Force (2nd AIF), plus another two armored cavalry divisions and eight infantry divisions (not all of which were fully manned) for the militia and home defense. Two of those militia infantry divisions fought in the New Guinea campaign. The 2nd New Zealand Expeditionary Force (2 NZEF) comprised one infantry division (later converted to an armored division), which fought in the Mediterranean, and a two-brigade infantry division that deployed to the Pacific theater, where it worked under American command until its disbandment in October 1944. The South Africans raised two expeditionary infantry divisions, one of which fought in East Africa and the Western Desert until converted to an armored division and deployed to Italy in 1943. The other division fought in the Western Desert from mid-1941 until its capture at Tobruk in June 1942. The first serious studies of the dominion armies in World War II were the official histories, commissioned by the respective governments to record what their soldiers had done and accomplished. The works remain solid records of what happened, and, cost and profit being less of a concern for government publication projects than they are for independent presses, the official histories are almost invariably better illustrated with clear maps and well-chosen photographs than the histories that followed. A generation of dominion historians since the 1970s has continued to explore their nations’ wartime histories, challenge long-held assumptions, and fill in historical gaps left by the official histories, most along purely national lines. Combined with the official histories, these new national histories have formed a solid foundation for a growing number of transnational examinations of the British Commonwealth armies since the mid-2000s.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.004 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.000 | 0.005 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.021 | 0.003 |
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".