Tourism, Mobility and Second Homes: Between Elite Landscape and Common Ground
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
1. Introduction, C M Hall & D K Muller 2: Second Home Tourism: Impact, Management and Planning Issues, D K Muller, C M Hall & D Keen (University of Otago) 3. The Cottage Privilege: Increasingly Elite Landscapes of Second Homes in Canada, G Halseth (University of Northern British Columbia) 4. The Cottage and the City: An Interpretation of the Canadian Second Home Experience, S Svenson (York University) 5. Encounters Between Tourists, Second Homeowners & Permanent Residents, L Aronsson (University of Kalmar) 6. Social and Cultural Perspectives of Second Home Tourism: A Transnational Perspective, D T Duval (University of Otago) 7. British Second Homes in Southern Europe, A M Williams (University of Exeter), R King (University of Sussex) & T Warnes (University of Sheffield) 8. Dwelling Through Multiple Places: ACase Study of Second Home Ownership in Ireland, B Quin (Dublin Institute of Technology) 9. Recreational Second Homes in the united States, D J Timothy (Arizona State University) 10. Recreational Second homes in the South West of Western Australia, J Selwood (University o Winnipeg) & M Tonts (University of Western Australia) 11. A hidden Giant: Second Homes & Coastal Tourism in South Eastern Australia, W Frost (Monash University) 12. Second Homes in New Zealand, C M Hall & D Keen (University of Otago) 13. Second Homes: Reflections on an Unexplored Phenomenon in South Africa, G Visser 14. Second Homes in Spain, M A Casado-Diaz (University of West England) 15. Second Homes as a Part of a New Rural Lifestyle in Norway, T Flognfeldt jr. (Lillehammer College) 16. Second Homes in Sweden, D K Muller 17. Second Home Plans among Second Homeowners in Northern Europe's Periphery, B Jansson (Umea University) & D K Muller 18. The Future of Second Homes, D K Muller & C M Hall.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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