Arguments for protected areas: multiple benefits for conservation and use
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
Foreword: Arguments for Protected Areas 1. Protected Areas: Linking Environment and Well-Being 2. Vital Sites: Protected Areas Supporting Health and Recreation Case study 2.1: Protecting Medicinal Resources in Colombia Case Study 2.2: Parks Victoria (Australia) 'Healthy Parks Healthy People Initiative' 3. Running Pure: Protected Areas Maintaining Purity and Quantity of Urban Water Supplies Case Study 3.1: Protecting Water Supplies to Caracas, Venezuela 4. Food Stores: Protected Areas Conserving Crop Wild Relatives and Securing Future Food Stocks Case Study 4.1: Crop Genetic Diversity Protection in Turkey Case Study 4.2: Conservation of Endangered CWRs in Mexico s Sierra de Manantl n 5. Nursery Tails: Protected Areas Conserving Wild Marine and Freshwater Fish Stocks Case Study 5.1: Freshwater Fishery Sustainability in Lake Malawi, East Africa Case Study 5.2: Managing and Monitoring Success: The Story of Tubbataha Reefs, Philippines 6. Natural Security: Protected Areas and Hazard Mitigation Case Study 6.1: Environmental Degradation and The Indian Ocean Tsunami of 2004 Case Study 6.2: Restoration and Protection Plan to Reduce Flooding in the Lower Danube 7. Safety Net: Protected Areas Contributing to Human Well-Being Case Study 7.1: Population-Health-Environment Approaches in Kiunga Marine National Reserve, Kenya 8. Beyond Belief: Linking Faiths and Protected Areas to Support Biodiversity Conservation Case Study 8.1: The Ancient Sacred Natural Sites in Al Hoceima National Park, Morocco 9. Living Traditions: Protected Areas and Cultural Diversity Case Study 9.1: Angkor Wat Protected Landscape: Where Culture, Nature and Spirit Meet Case Study 9.2: Inuit Partnerships in the Torngat Mountains National Park, Canada 10. Diverting Places: Linking Travel, Pleasure and Protection Case Study 10.1: Managing Tourism in South Korea s Protected Area System 11. Climate Change: The Role of Protected Areas in Mitigating and Adapting to Change Case Study 11.1: Protected Areas Helping to Reduce Carbon Emissions in Brazil Britaldo Silveira 12. Making Peace: Protected Areas Contributing to Conflict Resolution Case Study 12.1: La Amistad Binational Biosphere Reserve in Costa Rica and Panama 13. Nature Conservation: Leaving Space for Biodiversity Case Study 13.1: One Hundred Years of Conservation Success at Kaziranga National Park, India 14. Precious Places: Getting the Arguments Right Index
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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