The Indo-Pacific Region, Immigration, International Students and Small Mid-Sized Cities in the BC Interior – Policy and Capacity Issues
Bibliographic record
Abstract
AbstractThe Indo-Pacific region figures prominently in Canada’s immigration strategy, which has of late become a critical policy file to address a wide range of existing and potential financial, economic, and social, challenges, most notably retaining immigrants and international students to enhance future growth prospects in the face of an aging workforce. Despite a strong political consensus at all levels as to the need to annually increase immigration and international student levels overall, inadequate policies and financial commitments exist in many broader policy areas to address the implications of this aggressive “numbers game”. This assessment provides an analysis of the elevated significance of economic immigration and international education and the conflicted motives within these two policy areas (despite both being viewed as serving larger immigration goals), resulting in serious capacity and equity issues that jeopardize the overall numerical successes – potentially undermining what is our most valuable long-term exchange with the Indo-Pacific Region.RésuméLa région de l'Indopacifique tient une bonne place dans la stratégie d'immigration du Canada, qui est récemment devenue un dossier politique essentiel pour relever un large éventail de défis financiers, économiques et sociaux existants et potentiels, notamment la rétention des immigrants et des étudiants internationaux pour améliorer la croissance future. Face au vieillissement de la main-d'œuvre. Malgré un fort consensus politique à tous les niveaux quand à la nécessité d'augmenter chaque année le niveau global d'immigration et d'étudiants internationaux, des politiques et des engagements financiers inadéquats existent dans de nombreux domaines politiques qui sont trop larges pour faire face aux implications de ce « jeu de chiffres » agressif. Cette évaluation fournit une analyse de l'importance élevée de l'immigration économique et de l'éducation internationale et des motivations conflictuelles dans ces deux domaines politiques (bien que les deux soient considérés comme servant des objectifs d'immigration plus larges), entraînant de graves problèmes de capacité et d'équité qui compromettent les succès numériques globaux - potentiellement nuire a ce qui est notre échange à long terme le plus précieux avec la région Indopacifique.Keywords: Small Cities; Canada; Immigration; International Students; Indo-Pacific, International Education Mots-clés : Petites villes ; Canada; Immigration; Étudiants internationaux; Indo-Pacifique, Éducation international (Kading and Thomas)
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.000 |
| 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; a candidate call from one teacher head, 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".