"It's Our Patriotic Duty to Help Them': the Socio-Cultural and Economic Impact of the 'Solidarity wave' on Canadian and Polish-Canadian Society in the Early 1980s
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This paper examines the economic, social, and cultural impact made on Canadian and Polish-Canadian society as a result of the mass influx of refugees from the People’s Republic of Poland to Canada in the early to mid 1980s. Although a brief overview and examination of Polish immigration history to Canada over the last few centuries is provided, the paper focuses upon the significant effect caused by the arrival of a new wave of Polish immigrants, largely consisting of highly educated and politically vocal individuals, into the country.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.037 | 0.014 |
| Scholarly communication | 0.016 | 0.000 |
| Open science | 0.000 | 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 it