"SO LONG AS WE STILL LIVE: POLISH EFFORTS IN ESTABLISHING A MILITARY RECRUITMENT CENTER IN NORTH AMERICA DURING THE SECOND WORLD WAR."
Bibliographic record
Abstract
Following their retreat to Great Britain in 1940, the Polish government and its military sought out fresh reserves to reinforce their depleted armed forces. With mainland Europe being overrun by the enemy, the Poles turned to the prospect of recruiting from the Polish émigré community on the American continent (Polonia). A generation earlier, over 20,000 Polish-Americans had enlisted to fight for the liberation of their homeland in the Blue Army. Seeking to recreate this success, the Poles established a recruitment center in Windsor, Ontario and a training camp in Owen Sound, Ontario. Despite their efforts, by 1942, the Poles only managed to attract just over 800 recruits to their military. The lack of recruits can be linked to several factors such as the Polish government’s mistreatment of Polish-American veterans from the First World War, a changing and more North Americanized youth within the Polonia, and a lack of cultural awareness on the part of the Polish government in terms of what North American Poles prioritized.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.009 |
| Scholarly communication | 0.006 | 0.007 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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".