Reviews
Bibliographic record
Abstract
Antarctic Marine Geology by John B. Anderson. ISBN 0-521-59317-4. Cambridge, 1999. 289 p. $115. Measuring the Natural Environment by Ian Strangeways. ISBN 0-521-57310-6. Cambridge, 2000. 365 p. $74.95 Principles of Seismology by Agustin Udias. ISBN 0-521-62478-9. Cambridge, 1999. 475 p. $39.95 Earth Systems: Processes and Issues edited by W. G. Ernst. ISBN 0-521-47895-2. Cambridge, 2000. 566 p. $44.95 Santorini Volcano (Geological Society Memoir 19) by T. H. Druitt, L. Edwards, R. M. Mellors, D. M. Pyle, R. S. J. Sparks, M. Lanphere, M. Davies, and B. Barriero. ISBN 1-86239-048-7. The Geological Society, 1999. 165 p. $117. Active Tectonics and Alluvial Rivers by Stanley Schumm, Jean Dumont, and John Holbrook. ISBN 0-521-66110-2. Cambridge, 2000. 276 p. $80. Borehole Imaging: Applications and Case Histories (Geological Society Special Publication 159), edited by M. A. Lovell, G. Williamson, and P. K. Harvey. ISBN 1-86239-043-6. The Geological Society, 1999. 297 p. $108. (AAPG/SEPM/GSA price $65.) Optimal Management of Flow in Groundwater Systems, by David Ahlfeld and Ann Mulligan. ISBN 0-12-044830-0. Academic Press, 2000. 185 p. $59.95 Spindletop: The True Story of the Oil Discovery that Changed the World by James A. Clark and Michel T. Halbouty. ISBN 0-88415-813-6. Gulf Publishing, 2000. 306 p. $26.95 Ozone and Climate Change: A Beginner's Guide by Stephen Reid. ISBN 90-5699-233-3. Gordon and Breach, 2000. 220 pp. $23. Basic Physical Chemistry for the Atmospheric Sciences (2nd edition) by Peter V. Hobbs. ISBN 0-521-78567-7. Cambridge, 2000. 209 pp. $24.95
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.503 | 0.466 |
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".