The Routledge handbook of second home tourism and mobilities
Bibliographic record
Abstract
Second home tourism : an introduction / Dieter Müller & C. Michael Hall -- Governing and planning for second homes / C. Michael Hall & Dieter Müller -- The role of second homes in a Mediterranean coastal mass tourism destination : an evolutionary perspective / Maria Trinitat Rovira Soto & Salvador Anton Clavé -- Second homes and the commons : terms for second home leaseholds and collective action in Kvarken Archipelago, Finland / Kristina Svels & Ulrika Åkerlund -- Rights to the rural : comparison of political and property/land rights of second homes owners in Canada, Finland and Poland / Greg Halseth, Kati Pitkänen, Czeslaw Adamiak & Mia Vepsäläinen -- National Mexican tourism policy and North American second homeowners in Mexico : local tourism development and Mexican identity / Helene Balslev Clausen & Mario Alberto Velázquez García -- Recreational second home governance in China : policy implementation and structural framework / Yuefang Wu & Honggang Xu --
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.
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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.012 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.007 | 0.010 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.115 | 0.050 |
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".