Bibliographic record
Abstract
Numerical Methods for Wave Equations in Geophysical Fluid Dynamics by Dale Durran. ISBN 0-387-98376-7. Springer, 1999. 465 p. $49.95. Groundwater in Geologic Processes by Steven E. Ingebritsen and Ward E. Sanford. ISBN 0-521-66400-4. Cambridge, 1999. 341 p. $32.95 (paperback). The Remote Sensing Data Handbook by Gareth Rees. ISBN 0-521-48040-X. Cambridge, 1999. 262 pp. $39.95 Mesozoic and Cenozoic Sequence Stratigraphy of European Basins (SEPM Special Publication No. 60), edited by Pierre-Charles De Graciansky, Jan Hardenbol, Thierry Jacquin, and Peter R. Vail. ISBN 1-56576-043-3. SEPM, 1998. 786 pp. $175 (members $125).
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) | 0.009 | 0.015 |
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".