Panregional syntheses and the coasts of North and South America and Asia
Bibliographic record
Abstract
Volume 14A: The Global Coastal Ocean: Interdisciplinary Regional Studies and Syntheses, Pan-regional syntheses and the Coasts of North and South America and Asia Foreword Preface Contributors External Reviewers Part 1. Panregional Interdisciplinary Overviews 1. Western Ocean Boundaries Steven E. Lohrenz and Belmiro M. Castro 2. Eastern Ocean Boundaries Pan Regional David L. Mackas, P. Ted Strub, Andrew C. Thomas and Vivian Montecino 3. Polar Ocean Coastal Boundaries Overview R. Grant Ingram, Edward C. Carmack, Fiona A. McLaughlin and Stephen Nicol 4. Semi-Enclosed Seas, Islands and Australia Overview Temel Oguz and SU Jilan Part 2. Regional Interdisciplinary Oceanography 5. Oceanography of the Northwest Atlantic Continental Shelf David W. Townsend, Andrew C. Thomas, Lawrence M. Mayer, Maura A. Thomas and John A. Quinlan 6. Regional Oceanography: Southeastern United States and Gulf of Mexico Steven E. Lohrenz and Peter G. Verity 7. Structure and Function in the Ecosystems of the IntraAmericas Sea(Ias) Elva Escobar Briones 8. Multidisciplinary Oceanographic Processes On the Western Atlantic Continental Shelf Between 4N and 34S Belmiro M. Castro, Frederico P. Brandini, Ana Maria S. Pires-Vanin and Luiz B. Miranda 9. Coastal Oceanography of the Western South Atlantic Continental Shelf (33 to 55S) Gerardo M. E. Perillo, M. Cintia Piccolo and Jorge Marcovecchio 10. Bio-Physical Interactions Off Western South America Vivian Montecino, P. Ted Strub, Francisco Chavez, Andrew Thomas, Juan Tarazona, and Tim Baumgartner 11. Coastal Biogeochemical and Ecological Processes from the Eastern Tropical North Pacific to the Gulf of California Juan Carlos Herguera 12. Interdisciplinary Oceanography of the Western North American Continental Margin: Vancouver Island to the Tip of Baja California David L. Mackas 13. Bibliography On the Northeastern Pacific Continental Shelves Thomas C. Royer 14. Eastern Asia, Kamchatka to Oyashio Region Michio J. Kishi, Hiroshi Kawamura, Vradim V. Navrotsky and Osamu Isoguchi 15. Far Eastern Asiai/Kuroshio Region Takashige Sugimoto and Michio J. Kishi 16. Interdisciplinary Physical and Biological Processes of the Sea of Okhotsk and the Japan/East Sea Chang-Ik Zhang, Vladimir I. Radchenko, Takashige Sugimoto and Sangmin Hyun 17. Nutrient Dynamics of the China Seas: The Bohai Sea, Yellow Sea, East China Sea and South China Sea Jing Zhang and SU Jilan 18. Monsoonal Forcing and Biogeochemical Environments of Outer Southeast Asia Seas Kon-Kee Liu, Shenn-Yu Chao, John Marra and Anond Snidvongs 19. Coastal Biogeochemical Processes in the North Indian Ocean S. Wajih, A. Naqvi, Pradip V. Narvekar, and Ehrlich Desa
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.008 | 0.030 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.094 | 0.024 |
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".