The emergence of the Ukrainian community in Australia in the aftermath of World War II
Bibliographic record
Abstract
Abstract. The article presents an analysis of the attributes and historical experience of the emergence of the Ukrainian diaspora in post–World War II Australia. The subject is relevant in the current context of Ukraine’s resistance against large-scale russian aggression. Since February 2022, the devastating consequences of the aggression have forced a significant number of people to leave Ukraine. The massive wave of ‘Ukrainian migration’, notable by its scale and impact, allows the author to draw parallels to the migration flows witnessed in ravaged post-war Europe. The article’s author argues that modern Ukraine could benefit from exploring the adaptation, organisation, and formation experience of the Ukrainian communities that evolved into influential diasporas in the United States, Canada, Australia, etc. Once rallied, the worldwide Ukrainian diaspora’s potential to oppose the ‘muscovite evil empire’ holds the promise of becoming a powerful force for defeating the global aggressor. The historical experience of consolidation and affirmation of Ukrainian identity and the strength of Ukrainian traditions, language, and culture constitute a genuine weapon against the influence of the ‘russian world’. The size, influence, and authority of the global Ukrainian community as a whole and of particular Ukrainian diasporas in the major countries of Europe, America, and Australia are a contributing factor to the build-up of concerted efforts of the civilised world on a unified front against the revanchism of totalitarian ideology, the imperial ambitions of moscow, and their attempts to dismantle the democratic values of humanity. The author emphasises that today’s world is undergoing the formation of a new global order, where Ukraine’s victory in the war against the ‘moscow regime’ will emerge as the very achievement for which generations of Ukrainian people fought and fell in Ukraine and across the entire world. Keywords: global Ukrainian community, Australia, Ukrainian diaspora, World War II, russian aggression.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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; 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".