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
Introduction--Philip F. Rehbock and Keith R. Benson1. The Scripps HeritageScripps Benefactions: The Role of the Scripps Family in the Founding of the Scripps Institution of Oceanography--Deborah DayCharles Kofoid's Role in Establishing the Scripps Institution of Oceanography--Fred Noel SpiessContexts for Constructing an Ocean Science: The Career of Harald Ulrik Sverdrup (1888-1957)--Robert Marc Friedman2. Pacific RemembrancesThe Sverdrup Years: A Personal Recollection--Walter H. MunkDeep Sea Drilling: Lessons Learned--William A. NierenbergThe NORPAC Expedition--Joseph L. ReidThe Development of Research Vessel Design--George G. Shor, Jr.Reflections on My Knowledge in the Indo-Pacific--Klaus Wyrtki3. Myth and Natural Knowledge of the SeaSea Monsters: Myth or Genuine Relic of the Past--Sherrie LyonsSuggestions for Study of the Native Knowledge of Marine Animals in the Eastern Carolina Islands--Alan Eugene Davis4. Exploration: The Pacific and BeyondThe Western Boundary Current in the Pacific: The Development of Our Oceanographic Knowledge--Joyce E. Jones and Ian S. F. JonesRussian Oceanographic Investigations of the Pacific Ocean: History and Some Results--Arkady V. Alekseev and Igor D. RostovResearch Vessel Vityaz: A Contribution to Oceanographic Science in the Past and Present--Svetlana G. SivkovaGermania in Pacifico: Humboldt, Chamisso and Other Early German Contributors to Pacific Research, 1741-1876--Gerhard KortumThe Aspirations of Alfred Merz, Georg Wust, and Albert Defant: From Berlin to Pacific Oceanography--Walter LenzSome Aspects of Early Twentieth-Century Oceanography: The German Antarctic Expedition--Maurice M. RaratyEarly Exploratory Voyages and Antarctic Expeditions: The Argentine Perspective--Ramiro P. SanchezHistory of Marine Science in Chile--Tarsicio Antezana and Nibaldo BahamondeThe History of Oceanography along the Mexican Pacific Coast--Richard A. Schwartzlose and Saul Alvarez-BorregoThe Oceanographic Work of Captain Scott's Discovery, 1901-31--Ann SavoursInvestigations of the Humboldt Current following a Long Series of Misadventures: The Voyage of the William Scoresby, 1931--Roalind Rolf and Gunther MarsdenThe Danish Dana Expedition, 1928-30: Purpose and Accomplishments, Mainly in the Indo-Pacific--Torben WolffItalian Contributions to the Knowledge of the Southeast Pacific Ocean--Noberto della CroceDeep-Sea Plankton Exploration in Historical Perspective--Baruch KimorThe Educational Mission of Marine Sciences: A Case Study of East Africa, the Early Initiatives, 1930-80--Selim MorcosSchool and Popular Marine Science Education in the United Kingdom--J. Malcolm Walker5. Pioneers of Ocean ScienceAnders Sparrman, 1748-1820--David DyrssenThe Discovery of the Deep-Sea Atlantic Fauna--Luiz SaldanhaGeorge Wallace Melville: His Influence Through Polor Exploration and Marine Engineering--A. Aristides YayanosClaude Zobell, Hadal Bacteria, and the Azoic Zone--Donald J. McGrawThe Pioneers of Oceanographic Research in Romania--G. Serpoinau and V. MalciuRomanian Developmental Contributions of Emil Racovitza and Grigore Antipa to the Scientific Exploration of the Mediterranean--Alexandru S. Bologa and Alexandru MarinescuFour Centuries of Physical Oceanography in Croatia--Mirko Orlic6. North American Oceanography and Marine BiologyFour Men and an Albatross: The Growth of American Oceanography, 1882-1921--Larry T. SpencerMarine Biology or Oceanography: Early American Developments in Marine Science on the West Coast--Keith R. BensonPacific Waters and the POG: The Origin of Physical Oceanography on the West Coast of Canada--Eric L. MillsThe Allan Hancock Pacific Expeditions (1931-1962) and Their Contributions to Marine Biology--Anwar Abdel AleemSelling Bellevue: The Emergence of American Naval Oceanography--Gary E. WeirMarine Biology/Biological Oceanography and the Federal Patrol: The NSF Initiative in Biological Oceanography in the 1960s--Toby A. AppelChallenges and Opportunities in Naval Oceanography in the Post Cold War World--Timothy CoffeyOceanography: The Next Fifty Years--John A. Knauss7. Technique and TechnologySwedish Oceanographic Instruments up to 1950--Artur SvanssonThe History of Chemical Determinations of Salinity--William J. WallaceEarly Attempts at Dermination of the Salinity of Seawater from Measurement of Its Electric Conductivity--Jens SmedThe History of Chemical Oceanography in Australian Waters, 1874-1974--Andrew McTaggartThe Role of Spectra in Ocean Wave Physics--David IrvineSubmersibles in Oceanographic Research--Bruce H. Robinson8. Fisheries Science and ManagementThe Uses and Abuses of Scientific Expertise in English Inshore Oyster Fishery, 1860-1910--Gill ParsonsHistory of Fisheries: Science in Japan--Yoshiaki MatsudaOne Hundred Years of the Sergestid Shrimp Fishing Industry in Suruga Bay: Development of Administration and Social Policy--Makota OmoriTransformation in Fisheries Management: A Study of William C. Herrington--Amy L. ToroOcean Food and Energy from California Mariculture: An Evaluation of the US Marine Biomass Project, from 1972-1986--Peter Neuschul and Lawrence Badash9. Coral Reef ResearchBeyond Darwin: Coral Reef Research in the Twentieth Century--Daphne G. FautinCaribbean Contributions to Coral Reef Science--Robert A. Kinzie IIIFrom Steady State to Stochastic Systems: The Revolution in Coral Reef Biology--Patricia MatherCoral Reefs, Science, and Politics: Relationships and Criteria for Decisions over Two Centuries--A French Case History--Bernard Salvat10. Plate TectonicsEvolution of the Tectogene Concept, 1930-1965--Alan O. AllwardtThe Accreted Terrane Controversy, or Continental Geologists Strike Back--Homer E. LeGrand and William GlenGravity Surveys in the Permanent Ocean Basins: An Instrumental Chink in a Theoretical Suit of Armor--Naomi OreskesGeological Mapping of the Deep-Ocean off the Hawaiian Islands, Using Sidescan and Swath Sonar Imaging, 1966-1992--J. B. Wilson and W. R. Normark11. Archival Resources for the History of OceanographyResources for the Study of Oceanography at the Archives of the Scripps Institution of Oceanography--Deborah DaySources for the History of Oceanography at the Smithsonian Institution at the National Archives--Pamela M. HensonThe Stazione Zoologica: A Clearing House for Marine Organisms--Christiane GroebenIndex
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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