Bibliographic record
Abstract
This essay will demonstrate that the Polish-Soviet War, although not well known or acknowledged in the annals of history, was a decisive conflict which profoundly affected the shape of Europe until the outbreak of World War II.Fought between two fledgling states yearning to assert themselves and expand territorially, it was also a conflict between diametrically opposed ideologies: according to Norman Davies, the Soviets were 'atheists committed to the abolition of religion, private enterprise, social class and bourgeoisie sovereignty, while the Polish republic was a parliamentary democracy… run by men for whom the Church, private property, class interests, and patriotism were the pillars of society.' 1 Before this war, the Bolsheviks had maintained that the revolution must expand into Europe in order to initiate international communism.Therefore, when provided with an opportunity to cross that bridge into the West, they took it, in what was to be their largest concerted effort to export communism by force.It was only after the failure of this attempt, signified by their defeat in and retreat from Poland, that Lenin and the Soviets adopted isolationist policies and developed theories of 'socialism in one country.'Had they succeeded, they would have been much closer to
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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; both teacher heads agree on what is shown here.
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".