Reviews
Bibliographic record
Abstract
Paleomagnetism: Continents and Oceans by Michael McElhinny and Phillip McFadden ISBN 0-12-483355-1. Academic Press, 2000. 386 pp. $69.95 The Planetary Scientist's Companion by Katharina Lodders and Bruce Fegley Jr. ISBN 0-19-511694-1. Oxford, 1998. 371 pp. $35. Seismic Inversion and Deconvolution: Dual-Sensor Technology (Handbook of Geophysical Exploration: Seismic Exploration, volume 4b) by Enders Robinson ISBN 0-08-043627-7. Pergamon, 1999. 340 pp. $129.50 Fire in the Sea–the Santorini Volcano: Natural History and the Legend of Atlantis by Walter Friedrich. ISBN 0-521-65290-1. Cambridge, 2000. 258 pp. $34.95 The Ecology of Deep-Sea Hydrothermal Vents by Cindy Lee Van Dover. ISBN 0-691-04929-7. Princeton, 2000. 424 pp. $39.50 Earth's Climate: Past and Future by William F. Ruddiman. ISBN 0-7167-3741-8. W. H. Freeman and Co., 2001. 465 pp. $67.95 Looking into the Earth: An Introduction to Geological Geophysics by Alan Mussett and M. Aftab Khan. ISBN 0-521-78574-X. Cambridge, 2000. 470 pp. $42.95
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 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.546 | 0.475 |
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".