Displacement of Youth from the Isle of Man: The Role of House Price Inflation
Bibliographic record
Abstract
Small islands frequently suffer from population decline, especially of young people, putting continuity of community at risk. At the same time, their limited size can mean an intense competition for housing stock, particularly in scenic or economically successful islands which draw investors and migrants: a dynamic that fuels inflation. This paper investigates property inflation on the Isle of Man and its threat of displacing young inhabitants and upsetting social sustainability. Qualitative interviews with young Isle of Man émigrés and residents investigate the influences upon decisions to either remain on, or leave, the island. Whilst prices were not found to be significant in the decisions of those that have left, they were very much so for those who wished to remain. Those who have left claimed to have done so in order to improve their financial and personal options, but most did not necessarily want to leave. The overall result is distress, work disenchantment, family postponement and potentially, rising xenophobia.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 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 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".