Bibliographic record
Abstract
The evolution of Canada's migration law is examined in the article. The author focuses his attention on the fact that Canada's current migration policy focuses mainly on business migration. The specificity of the administrative and legal regulation of the migration process in Canada is also examined in the article. The author points out that Canada has a non-discriminatory and universal policy on admission to the country of migrants and notes that they are divided into three groups or classes, each reflecting the categories defined in immigration law: family category - members of Canadian or migrant families already located in Canada; refugees - persons who meet the definition of the 1951 Convention or are identified by the Governmentof Canada; Independent migrants - selected by their qualifications, occupation, training or educationallevel. The author emphasizes that if a person has committed a criminal offense or posed a potential threat to Canada's security, has already applied for refugee status in Canada, but has been refused or previously recognized as a refugee in another country to which he or she could return, Refugee status was not considered. However, Canadian migration law provides for the possibility of challenging such a decision in court. Existing migration problems in the state are being addressed at both the federal and provincial levels. Canada's current migration law provides for the notion of an orderly flow of migrants, and the migration system includes not only population controls but also categories of people entering the country. First of all, it is a program of regulated, planned migration. The author concludes that from the late nineteenth century. The government of the country systematically and purposefully developed a migration strategy that was able to reflect and closely relate to the particularities of the country's domestic and domestic economic development. At the present stage, Canada's migration policy center is attracting business migrants to thecountry who, through their knowledge and capital, would help the Canadian economy thrive.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 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".