Bibliographic record
Abstract
HYDRO to NAVOCEANO: 175 years of ocean survey and prediction, 1830-2005 by Charles C. Bates. ISBN 0-9774144-0-X, Corn Field Press, 2006, 352 pp. $29.95. Thrustbelts: Structural architecture, thermal regimes, and petroleum systems by M. Nemcok, S. Schamel, and R. Gayer. ISBN-13 978-0-521-82294-7, Cambridge, 2005, 541 pp., $190. A Crack in the Edge of the World: America and the great California earthquake of 1906 by Simon Winchester. ISBN 0-06-057199-3, Harper Collins, 2005, 462 pp., $27.95. Earthquakes in Human History: The far-reaching effects of seismic disruptions by J. Z. de Boer and D. T. Sanders. ISBN 0-691-050070-8, Princeton, 2005, 278 pp., $24.95. Inventing the Earth: Ideas of landscape development since 1740 by B. A. Kennedy. ISBN 1-4051-0188-1, Blackwell, 2006, 160 pp., $39.95.
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 | 0.001 | 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 | 0.001 | 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) | 0.000 | 0.002 |
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 teacher head, 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".