Why this work is in the frame
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Bibliographic record
Abstract
Statistical Physics and Thermodynamics Section:ChooseTop of pageStatistical Physics and T... <<Theory and Mathematical M...Texts and EducationMiscellaneous Statistical Mechanics Made Simple: A Guide for Students and Researchers. D. C. Mattis. World Scientific, River Edge, NJ, 2003. $48.00, $24.00 paper (252 pp.). ISBN 981-238-165-1, ISBN 981-238-166-X paper Unsolved Problems of Noise and Fluctuations. S. M. Bezrukov, ed. AIP Conference Proceedings 665. Proc. conf., Washington, DC, Sept. 2002. AIP, Melville, NY, 2003. $175.00 (621 pp.). ISBN 0-7354-0127-6 Theory and Mathematical Methods Section:ChooseTop of pageStatistical Physics and T...Theory and Mathematical M... <<Texts and EducationMiscellaneous Bayesian Field Theory. J. C. Lemm. Johns Hopkins U. Press, Baltimore, MD, 2003. $69.95 (411 pp.). ISBN 0-8018-7220-0 Decoherence and the Appearance of a Classical World in Quantum Theory. 2nd edition. E. Joos, H. D. Zeh, C. Kiefer, D. Giulini, J. Kupsch, I.-O. Stamatescu. Springer-Verlag, New York, 2003 [1996]. $69.95 (496 pp.). ISBN 3-540-00390-8 Electron-Beam Interactions With Solids: Application of the Monte Carlo Method to Electron Scattering Problems. M. Dapor. Springer Tracts in Modern Physics 186. Springer-Verlag, New York, 2003. $89.95 (103 pp.). ISBN 3-540-00652-4 Introduction to Classical Integrable Systems. O. Babelon, D. Bernard, M. Talon. Cambridge Monographs on Mathematical Physics . Cambridge U. Press, New York, 2003. $110.00 (602 pp.). ISBN 0-521-82267-X Iterative Methods for Sparse Linear Systems. 2nd edition. Y. Saad. Society for Industrial and Applied Mathematics, Philadelphia, 2003 [1996]. $89.00 paper (528 pp.). ISBN 0-89871-534-2 Mathematical Methods for Scientists and Engineers. D. A. McQuarrie. University Science Books, Sausalito, CA, 2003. $90.00 (1161 pp.). ISBN 1-891389-24-6 Ontological Aspects of Quantum Field Theory. M. Kuhlmann, H. Lyre, A. Wayne, eds. World Scientific, River Edge, NJ, 2002. $82.00 (362 pp.). ISBN 981-238-182-1 Poincaré Seminar 2002: Vacuum Energy–Renormalization. B. Duplantier, V. Rivasseau, eds. Progress in Mathematical Physics 30. Birkhäuser, Boston, 2003. $79.95, $49.00 paper (331 pp.). ISBN 3-7643-0579-7, ISBN 3-7643-0527-4 paper Probability Theory: The Logic of Science. E. T. Jaynes (G. L. Bretthorst, ed.). Cambridge U. Press, New York, 2003. $60.00 (727 pp.). ISBN 0-521-59271-2 Problems and Solutions in Theoretical and Mathematical Physics. Vol. 2: Advanced Level. 2nd edition. W.-H. Steeb. World Scientific, River Edge, NJ, 2003 [1996]. $48.00, $28.00 paper (362 pp.). ISBN 981-238-988-1, ISBN 981-238-987-3 paper Quantum Theory of Many-Particle Systems. A. L. Fetter, J. D. Walecka. Dover, Mineola, NY, 2003 [1971, reissued]. $34.95 paper (601 pp.). ISBN 0-486-42827-3 Sensitivity and Uncertainty Analysis: Theory. Vol. 1. D. G. Cacuci. Chapman & Hall/CRC, Boca Raton, FL, 2003. $89.95 (285 pp.). ISBN 1-58488-115-1 Treasures Inside the Bell: Hidden Order in Chance. C. E. Puente. World Scientific, River Edge, NJ, 2003. $31.00, $18.00 paper (97 pp.). ISBN 981-238-140-6, ISBN 981-238-141-4 paper, CD-ROM Texts and Education Section:ChooseTop of pageStatistical Physics and T...Theory and Mathematical M...Texts and Education <<Miscellaneous Advanced Mathematics for Engineering and Science. C. F. Chan Man Fong, D. De Kee, P. N. Kaloni. World Scientific, River Edge, NJ, 2003. $86.00, $48.00 paper (880 pp.). ISBN 981-238-291-7, ISBN 981-238-292-5 paper Advanced Quantum Mechanics. G. Ni, S. Chen. Rinton Press, Princeton, NJ, 2002. $78.00 (465 pp.). ISBN 1-58949-010-X Astronomy: Principles and Practice. 4th edition. A. E. Roy, D. Clarke. IOP, Philadelphia, 2003 [1991]. $44.99 (475 pp.). ISBN 0-7503-0917-2 Calculus and Pizza: A Cookbook for the Hungry Mind. C. A. Pickover. Wiley, Hoboken, NJ, 2003. $16.95 paper (208 pp.). ISBN 0-471-26987-5 Hands-On Electronics: A Practical Introduction to Analog and Digital Circuits. D. M. Kaplan, C. G. White. Cambridge U. Press, New York, 2003. $95.00, $35.00 paper (204 pp.). ISBN 0-521-81536-3, ISBN 0-521-89351-8 paper Introduction to Quantum Mechanics. A. C. Phillips. Manchester Physics Series. Wiley, Hoboken, NJ, 2003. $130.00, $39.95 paper (266 pp.). ISBN 0-470-85323-9, ISBN 0-470-85324-7 paper Quantum Mechanics: Fundamentals. 2nd edition. K. Gottfried, T.-M. Yan. Graduate Texts in Contemporary Physics. Springer-Verlag, New York, 2003 [1966]. $79.95 (620 pp.). ISBN 0-387-95576-3 Tensor Calculus: A Concise Course. B. Spain. Dover, Mineola, NY, 2003 [1960, reissued]. $8.95 paper (125 pp.). ISBN 0-486-42831-1MiscellaneousSection:ChooseTop of pageStatistical Physics and T...Theory and Mathematical M...Texts and EducationMiscellaneous << Mach’s Principle and the Origin of Inertia. M. Sachs, A. R. Roy, eds. Proc. wksp., Kharagpur, India, Feb. 2002. Aperion, Montreal, 2003. $20.00 paper (138 pp.). ISBN 0-9732911-0-9 Multidisciplinary Research in Control: The Mohammed Dahleh Symposium 2002. L. Giarré, B. Bamieh, eds. Lecture Notes in Control and Information Sciences 289. Springer-Verlag, New York, 2003. $99.00 paper (229 pp.). ISBN 3-540-00917-5 Small Things Considered: Why There Is No Perfect Design. H. Petroski. Alfred A. Knopf, New York, 2003. $25.00 (288 pp.). ISBN 1-4000-4050-7 They All Laughed at Christopher Columbus: An Incurable Dreamer Builds the First Civilian Spaceship. E. Weil. Bantam Books, New York, 2002. $13.95 paper (230 pp.). ISBN 0-553-10886-7© 2004 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.
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) | 0.001 | 0.000 |
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 it