The Social Impact of Out-Migration: A Case Study from Rural and Small Town Nova Scotia, Canada
Bibliographic record
Abstract
By drawing from Statistics Canada and qualitative research data, we assess the social impact of population decline in the Strait Region of Nova Scotia. Statistics Canada data show that from 2001 to 2006, there was a net out-migration from the Strait Region to other areas in Canada. This was a continuance of a pattern established nearly two decades ago. This, coupled with an aging population, means that the economic viability and social vitality of the Strait Region is being slowly undermined. The decline in the population of rural and small town settlements over the past two decades has negative implications for the local economy, families and communities, and community support structures in the Strait Region. We conclude by arguing that more resources are needed for the retention of immigrants if some of the negative consequences of out-migration (such as labour market shortages) are to be redressed. Keywords: socioeconomic structures, community support structures, out-migration, immigration
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.027 | 0.005 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 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".