Aquaculture Biosecurity: Prevention, Control, and Eradication of Aquatic Animal Disease
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
Contributors. Preface. Patricia J. O'Bryen and Cheng-Sheng Lee. 1 Aquaculture Biosecurity: The View and Approaches of the OIE (World Organization for Animal Health) Regarding Prevention and Control of Animal Diseases. -Eva-Maria Bernoth. 2 Biosecurity in Aquaculture: International Agreements and Instruments, Their Compliance, Prospects, and Challenges for Developing Countries. -Roahana P. Subasinghe and Melba G. Bondad-Reantaso. 3 Regional Approach to Animal Health Management - Views and Programs of the Network of Aquaculture Centres in Asia-Pacific (NACA). -C.V. Mohan and Melba G. Bondad-Reantaso. 4 Canada's Approach to Animal Biosecurity: Experience and Evolution. -Sharon E. McGladdery and Richard H. Zurbrigg. 5 The US Fish and Wildlife Service's Aquatic Animal Health Policy: Innovative Approaches to Managing Disease in Traditional and Special-case Animals. -Thomas A. Bell, J. Scott Foot, Kathy Clemems, Susan Gutenberger, Ray Brunson, John Thoesen, Rick Nelson, Norm Heil, John Coll, and Crystal Hudson. 6. Wisconsin's Veterinary Approach to Fish Health. -Myron J. Kebus. 7 Harmonized, Standardized, and Flexible National Frameworks for Ensuring Diagnostic Data and Test Result Validity: A Critical Need for Animal Health Diagnostic Systems and Biosecurity in Aquaculture. -Ann L. Wiegers, Jerry R. Heidel, and A. David Scarfe. 8 Disinfectants, Disinfection, and Biosecurity in Aquaculture. -G. Russell Danner and Peter Merrill. 9 Animal Surveillance. -F. Chris Baldock, Angus R. Cameron, and Nigel R. Perkins. 10 Biosecurity at the Farm Level-How to Create a State of Mind. -Paul Hardy-Smith. 11 Elements of an Animal Health Program-Infectious Hematopoietic Necrosis (IHN) in Farmed Atlantic Salmon in British Columbia. -Grace A. Karreman. 12 A Preliminary Investigation of the Relationship between Speed of Infected Cage Removal and Resultant Spread of Infectious Salmon Anemia on Atlantic Salmon Farms in Maine, USA and New Brunswick, Canada. -Lori Gustafson, Stephen Ellis, Leighanne Hawkins, Mark Moore, Teresa Robinson, and Dan MacPhee. 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| 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