Nature-based Tourism in Peripheral Areas: Development or Disaster?
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: Nature-based Tourism and Regional Development in Peripheral Areas - C. Michael Hall & Stephen Boyd Section one: Nature-based Tourism in Alpine, Forest and Sub-Polar Environments 2. Ecotourism and the Resource Hinterland in Northern Ontario - Margaret Johnston & Robert Payne (Lakehead University) 3. Wilderness Discourses and the Development of Nature-Based Tourism in Northern Finland - Jarkko Saarinen (Oulu University) 4. Mountain Scenic Flights A Low Risk, Low Impact Ecotourism Experience Within South Island, New Zealand - Nicholas J Westwood (University of Otago) & Stephen W Boyd 5. Regional Contrasts in Ecotourism in Rainforests - Warwick Frost (Monash University) 6. Destination Image: Victorian Mountain Parks and Resorts in the Summer - Roslyn Russell (RMIT University) & Philippa Thomas (La Trobe University) 7. Winter Tourism in Protected Pleasure Peripheries: Time-Space Use Among Cross-Country Skiers in Abisko (Sweden) and Vercor (France) -Ludovic Dupuis & Dieter K. Muller (Umea University) 8. The importance of health as a factor in achieving sustainability in a high altitude destination of a less developed country - Ghazali Musa (University Malay) 9. Second Home Tourism in the Swedish Mountain Range - Dieter K. Muller (Umea UniversitySection two: Island, Coastal and Marine Environments 10. Pest or Precious Tourism Commodity? The Economic Value of White-Tailed Deer Hunting on Stewart Island / Rakiura - Brent Lovelock & Kevin Robinson (University of Otago) 11. The Economic Benefits of an Ecotourism Project in a Regional Economy - Filipo Tokalau (University of the South Pacific) 12. Growth of Beach Fale Tourism in Samoa: The High Value of Low-Cost Tourism - Regina Scheyvens (Massey University) 13: Doing it right the first time? Ecotourism on the Wild Coast of South Africa - Dorothy Queiros (University of Hertfordshire) & G.D.H. Wilson (University of Pretoria) 14: Penguins as Sights - Penguins as Site: The Problematics of Contestation - Eric J. Shelton (University of Otago) & Hildegard Lubcke (Nature Guides Otago) 15. Dolphins, Whales and Ecotourism In New Zealand: What are the Impacts and how Should the Industry be Managed? - Mark Orams (Massey University) 16. The state of the scenic cruise industry in Doubtful Sound in relation to a key natural resource: bottlenose dolphins - David Lusseau (University of Aberdeen)Section three: Nature-based Tourism in Peripheral Areas: A Tool for Regional development? 17. Ecotourism/Egotourism and Development - Brian Wheeler (Breda University) 18. Nature-based tourism in Peripheral Areas: Making Peripheral Destinations Competitive - Stephen Boyd and C. Michael 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.030 | 0.001 |
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