Bruny on the Brink: Governance, Gentrification and Tourism on an Australian Island
Why this work is in the frame
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Bibliographic record
Abstract
This paper examines the influence of islandness on development and governance of Bruny Island (offshore from Tasmania, Australia’s only island state). While traditional economic activities, particularly agriculture, are in decline, tourism is increasingly important to the island economy. While some 600 people live on the island all-year-round; there are some 2,000 ratepayers, including holiday home owners. This location is being rapidly ‘discovered’ by people drawn from interstate and overseas to the island lifestyle, and this is leading to a process of gentrification, with consequences for islanders. Bruny Island’s local governing authority is based on the Tasmanian mainland and hence is another source of externally-driven change. Amidst these pressures, island community visioning can be an important source of resilience.
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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 | 0.003 | 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 it