Reviews
Bibliographic record
Abstract
Nonuniform Sampling: Theory and Practice, edited by Farokh Marvasti. ISBN 0-306-46445-4, Kluwer/Plenum, 2001, 912 pp. $135 Radar Remote Sensing of Planetary Surfaces, Bruce A. Campbell. ISBN 0-521-58308-X, Cambridge, 2002 $100 Storm of the Century, the Labor Day Hurricane of 1935, by W. Drye. ISBN 0-7922-8010-5, National Geographic Books, Washington, 2002. 314 p. $27 The Map that Changed the World: William Smith and the Birth of Modern Geology by Simon Winchester, Hardback: ISBN 0-06-019361-1, $26. HarperCollins, 2001. xxii + 329 pp. (paperback edition, 2002, $13.95) An Introduction to Geophysical Exploration, Third Edition, by Philip Kearey, Michael Brooks, and Ian Hill. ISBN 0632049294, Blackwell Scientific Publishing, 2002, $69.95 3-D Seismic Exploration, edited by Robert R. Graebner, Bob A. Hardage, and William A. Schneider. ISBN 1-56080-097-6, SEG, Tulsa, 2001, 857 pp., $152 ($99 for SEG members) Advances in Anisotropy: Selected Theory, Modeling, and Case Studies, Proceedings of the Seventh International Workshop on Seismic Anisotropy (7ISWA), Edited by Julie A. Hood, ISBN 0-931830-00 (series), ISBN 1-56080-039-9 (volume). SEG, Tulsa, 2001, 322 pp., $116 ($75 for SEG members) The Boundary Element Method in Geophysics by Shi-zhe Xu. ISBN 1-56080-150-0 Volume (0-931830-56-7 Series), SEG, Tulsa, 2001, 217 pp. $43 ($29 for SEG members) Diamond: A Journey to the Hart of an Obsession by Matthew Hart. ISBN 0-8027-1368-8, Walker & Co., New York, 2001, 288 pp., $26. Earthshaking Science: what we know (and don't know) about earthquakes by Susan Elizabeth Hough. ISBN 0-691-05010-4, Princeton, 2002, 238 pp., $24.95 Mantle Convection in the Earth and Planets by Gerald Schubert, Donald L. Turcotte, and Peter Olson. ISBN 0 521 35367X, Cambridge, 2001, 956 pp., $200. (ISBN 0 521 79836–1 (pbk). $74.95)
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 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.012 |
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; both teacher heads agree on what is shown here.
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".