Bibliographic record
Abstract
Nonlinear science and chaos Section:ChooseTop of pageNonlinear science and cha... <<Nuclear physicsOptics and photonicsCITING ARTICLES Dynamics of Coupled Map Lattices and of Related Spatially Extended Systems. J.-R. Chazottes, B. Fernandez. Lecture Notes in Physics 671. Springer-Verlag, New York, 2005. $99.95 (361 pp.). ISBN 3-540-24289-9 Neural Networks: Methodology and Applications. G. Dreyfus. Springer-Verlag, New York, 2005. $129.00 (497 pp.). ISBN 3-540-22980-9 Theory of Neural Information Processing Systems. A. C. C. Coolen, R. Kühn, P. Sollich. Oxford U. Press, New York, 2005. $154.50, $64.50 paper (569 pp.). ISBN 0-19-853023-4, ISBN 0-19-853024-2 paper Nuclear physics Section:ChooseTop of pageNonlinear science and cha...Nuclear physics <<Optics and photonicsCITING ARTICLES Nuclear Fission and Cluster Radioactivity: An Energy-Density Functional Approach. M. A. Hooshyar, I. Reichstein, F. B. Malik. Springer-Verlag, New York, 2005. $89.95 (195 pp.). ISBN 3-540-23302-4 Topical Workshop on Low Radioactivity Techniques. B. Cleveland, R. Ford, M. Chen, eds. AIP Conference Proceedings 785. Proc. wksp., Sudbury, Canada, Dec. 2004. AIP, Melville, NY, 2005. $146.00 (285 pp.). ISBN 0-7354-0274-4 Optics and photonics Section:ChooseTop of pageNonlinear science and cha...Nuclear physicsOptics and photonics <<CITING ARTICLES Adaptive Optics for Industry and Medicine. U. Wittrock, ed. Springer Proceedings in Physics 102. Proc. wksp., M¨nster, Germany, Oct. 2003. Springer-Verlag, New York, 2005. $169.00 (398 pp.). ISBN 3-540-23978-2 Advanced Time-Correlated Single Photon Counting Techniques. W. Becker. Springer Series in Chemical Physics 81. Springer-Verlag, New York, 2005. $179.00 (401 pp.). ISBN 3-540-26047-1 Advances in Atomic, Molecular, and Optical Physics. Vol. 50. B. Bederson, H. Walther, eds. Academic Press/Elsevier, San Diego, CA, 2005. $132.00 (312 pp.). ISBN 0-12-003850-1 Handbook of Optical Interconnects. S. Kawai, ed. Optical Engineering 100. CRC Press/Taylor & Francis, Boca Raton, FL, 2005. $139.95 (466 pp.). ISBN 0-8247-2441-0 High Resolution Infrared Spectroscopy in Astronomy. H. U. Käufl, R. Siebenmorgen, A. Moorwood, eds. ESO Astrophysics Symposia. Proc. wksp., Garching, Germany, Nov. 2003. Springer-Verlag, New York, 2005. $79.95 (559 pp.). ISBN 3-540-25256-8 Optoelectronics of Molecules and Polymers. A. Moliton. Springer Series in Optical Sciences 104. Springer-Verlag, New York, 2006. $159.00 (497 pp.). ISBN 0-387-23710-0 Passive Micro-Optical Alignment Methods. R. A. Boudreau, S. M. Boudreau. Optical Engineering 98. CRC Press/Taylor & Francis, Boca Raton, FL, 2005. $139.95 (400 pp.). ISBN 0-8247-0706-0 Physics of Optoelectronics. M. A. Parker. Optical Engineering 104. CRC Press/Taylor & Francis, Boca Raton, FL, 2005. $129.95 (742 pp.). ISBN 0-8247-5385-2, CD-ROM The Physics of Thin Film Optical Spectra: An Introduction. O. Stenzel. Springer Series in Surface Sciences 44. Springer-Verlag, New York, 2005. $159.00 (275 pp.). ISBN 3-540-23147-1© 2006 American Institute of Physics.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.691 | 0.656 |
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".