Outcomes of migration to small regional retirement communities on the Canadian Prairies.
Bibliographic record
Abstract
The broad aim of this paper is to further our understanding of the mobility of older people by investigating the outcomes of migrations to small regional retirement communities on the Canadian Prairies (i.e., Manitoba’s Interlake). A three-stage survey design includes (i) a interview survey of 34 recent older movers to the retirement communities; (ii) an interview survey of 10 community leaders; and (iii) two focus group interviews. Community leaders and elderly migrants were in general agreement about key issues facing newcomers to the study area. However, the migrants were generally satisfied with their moves to communities in the study area and had no migration intentions for the future. These results may be viewed as evidence of the successful place integration of elderly migrants within semi-rural retirement communities located in a cold Canadian climate. Policy interventions should be directed toward maintaining sustainable retirement communities to facilitate the integration of older migrants.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 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".