Bibliographic record
Abstract
THERE ARE OVER 900 ENTRIES TO THE COMPANION A FULL HEADWORD LIST IS AVAILABLE FROM SUSAN HARRISON, AND WILL BE SENT TO ALL OUP OFFICES AND BRANCHES. THE FOLLOWING OFFERS A SELECTION FROM THE LIST ACID RAID AGE AND EARLY HISTORY OF THE EARTH AND SOLAR SYSTEM AMPHIBIANS ANDEAN AND CORDILLERAN MOUNTAIN BELTS ANTARCTIC CLIMATE ANTICYCLONE ATLANTIS: GEOLOGICAL FACT OR FICTION? ASBESTOS BADLANDS BEACHES BIOSTRATIGRAPHY BURGESS SHALE FAUNA CANADA CATASTROPHISM AND UNIFORMITARIANISM CAVES CLIMATE MODELS CONTINENTAL DRIFT CORAL REEFS DATING ROCKS DESERTS DIAMONDS DINOSAURS EARTHQUAKE HAZARDS AND PREDICTIONS EL NINO ENVIRONMENTAL TOXICOLOGY EROSION FAULTS AND FAULTING FLASH FLOODS FOSSILS AND FOLKLORE GAIA GEOCHEMICAL MINERAL EXPLORATION GEOGRAPHICAL INFORMATION SYSTEMS GEOLOGICAL CONTROVERSIES GEOMORPHOLOGY GIANT PLANETS GRAVEL RESOURCES GROUNDWATER HOT SPOTS HYDROLOGY ICE AGES INDUSTRAIL WASTE DISPOSAL INTRUSION TYPES AND INTRUSIVE IGNEOUS ROCKS JET STREAMS KNICKPOINTS LAMARCK LAVA LIMESTONES MAGMA AND MAGMATISM MANTLE AND CORE COMPOSITION MARINE GEOLOGY MID-OCIAN RIDGES MINERAL WATER NATURAL GAS NUCLEAR ENERGY OCEAN CHEMISTRY ORE DEPOSITS ORDOVICIAN ORIGIN OF LIFE OZONE LAYER PALAEOVOLCANISM AND CLIMATE CHANGE PEATLANDS AND BOGS PETROLEUM PLATE TECTONICS QUICKSAND RADIOACTIVE ELEMENTS REMOTE SENSING RIVERS AND STREAMS SEISMIC EXPLORATION METHODS SLOPE STABILITY SOIL EROSION SOLAR CYCLES STRATIGRAPHY SURFACE WATER TETHYS TORNADOES TSUNAMIS UNCONFORMITY VEGETATION AND CLIMATE CHANGE VOLCANOES WEATHER FRONTS WETLANDS ZOOGEOMORPHOLOGY
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.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.671 | 0.525 |
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".