Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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AcousticsSection:ChooseTop of pageAcoustics <<Astronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES Physical Acoustics in the Solid State. B. Lüthi. Springer Series in Solid-State Sciences 148. Springer-Verlag, New York, 2005. $179.00 (426 pp.). ISBN 3-540-22910-8 Astronomy and astrophysics Section:ChooseTop of pageAcousticsAstronomy and astrophysic... <<Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES Astrophysics of Life. M. Livio, I. N. Reid, W. B. Sparks, eds. Space Telescope Science Institute Series 16. Proc. symp., Baltimore, MD, May 2002. Cambridge U. Press, New York, 2005. $100.00 (110 pp.). ISBN 0-521-82490-7 Cosmic Explosions in Three Dimensions: Asymmetries in Supernovae and Gamma-Ray Bursts. P. Höflich, P. Kumar, J. C. Wheeler, eds. Cambridge Contemporary Astrophysics. Cambridge U. Press, New York, 2004. $120.00 (383 pp.). ISBN 0-521-84286-7 Debris Disks and the Formation of Planets: A Symposium in Memory of Fred Gillett. L. Caroff, L. J. Moon, D. Backman, E. Praton, eds. Astronomical Society of the Pacific Conference Series 324. Proc. symp., Tucson, AZ, Apr. 2002. Astronomical Society of the Pacific, San Francisco, 2004. $77.00 (286 pp.). ISBN 1-58381-186-9 The Formation and Evolution of Massive Young Star Clusters. H. J. G. L. M. Lamers, L. J. Smith, A. Nota, eds. Astronomical Society of the Pacific Conference Series 322. Proc. mtg., Cancun, Mexico, Nov. 2003. Astronomical Society of the Pacific, San Francisco, 2004. $77.00 (564 pp.). ISBN 1-58381-184-2 The Neutral ISM in Starburst Galaxies . S. Aalto, S. Hüttemeister, A. Pedlar, eds. Astronomical Society of the Pacific Conference Series 320. Proc. mtg., Marstrand, Sweden, June 2003. Astronomical Society of the Pacific, San Francisco, 2004. $77.00 (355 pp.). ISBN 1-58381-182-6 The Origin of Stars. M. D. Smith. Imperial College Press, London, 2004. $53.00, $32.00 paper (248 pp.). ISBN 1-86094-489-2, ISBN 1-86094-501-5 paper Outskirts of Galaxy Clusters: Intense Life in the Suburbs. A. Diaferio, ed. International Astronomical Union Colloquium 195. Proc. colloq., Torino, Italy, Mar. 2004. International Astronomical Union, Paris, and Cambridge U. Press, New York, 2005. $90.00 (560 pp.). ISBN 0-521-84908-X Satellites and Tidal Streams. F. Prada, D. M. Delgado, T. J. Mahoney, eds. Astronomical Society of the Pacific Conference Series 327. Proc. mtg., Los Cancajos, Spain, May 2003. Astronomical Society of the Pacific, San Francisco, 2004. $77.00 (346 pp.). ISBN 1-58381-190-7 Soft X-Ray Emission from Clusters of Galaxies and Related Phenomena. R. Lieu, J. Mittaz, eds. Astrophysics and Space Science Library 309. Kluwer Academic, Norwell, MA, 2004. $99.00 (194 pp.). ISBN 1-4020-2563-7 Atomic and molecular physics Section:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys... <<Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES Atomic Physics. C. J. Foot. Oxford Master Series in Atomic, Optical and Laser Physics 7. Oxford U. Press, New York, 2005. $89.50, $44.50 paper (331 pp.). ISBN 0-19-850695-3, ISBN 0-19-850696-1 paper Biological and medical physics Section:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph... <<Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES The Computational Neurobiology of Reaching and Pointing: A Foundation for Motor Learning. R. Shadmehr, S. P. Wise. Computational Neuroscience. MIT Press, Cambridge, MA, 2005. $65.00 (575 pp.). ISBN 0-262-19508-9 Molecular and Cellular Signaling. M. Beckerman. Biological and Medical Physics, Biomedical Engineering. AIP Press/Springer-Verlag, New York, 2005. $99.00 (574 pp.). ISBN 0-387-22130-1 Nanoscale Technology in Biological Systems. R. S. Greco, F. B. Prinz, R. L. Smith, eds. CRC Press, Boca Raton, FL, 2005. $143.96 (485 pp.). ISBN 0-8493-1940-4 Protein Nanotechnology: Protocols, Instrumentation, and Applications. T. Vo-Dinh, ed. Methods in Molecular Biology 300. Humana Press, Totowa, NJ, 2005. $115.00 (463 pp.). ISBN 1-58829-310-6 Pumps, Transporters, and Ion Channels: Studies on Their Structure, Function, and Cell Biology. F. V. Sepùlveda, F. Bezanilla, eds. Series of the Centro de Estudios Científicos. Proc. symp., Valdivia, Chile, Dec. 2001. Kluwer Academic/Plenum, New York, 2005. $149.00 (165 pp.). 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Proc. conf., Harrogate, UK, Apr. 2004. The Royal Society of Chemistry, Cambridge, UK, 2005. $299.00 (497 pp.). ISBN 0-85404-638-0 Integrated Modeling of Chemical Mechanical Planarization for Sub-Micron IC Fabrication: From Particle Scale to Feature, Die and Wafer Scales. J. Luo, D. A. Dornfeld. Springer-Verlag, New York, 2004. $149.00 (311 pp.). ISBN 3-540-22369-X Invariant Manifolds for Physical and Chemical Kinetics. A. N. Gorban, I. V. Karlin. Lecture Notes in Physics 660. Springer-Verlag, New York, 2005. $119.00 (495 pp.). ISBN 3-540-22684-2 Mixed Surfactant Systems. 2nd rev. ed. M. Abe, J. F. Scamehorn, eds. Surfactant Science Series 124. Marcel Dekker, New York, 2005. $179.95 (831 pp.). ISBN 0-8247-2150-0 Molecular Physical Chemistry: A Concise Introduction. K. A. McLauchlan.The Royal Society of Chemistry, Cambridge, UK, 2004. $39.95 paper (125 pp.). ISBN 0-85404-619-4 Optical Spectra and Chemical Bonding in Transition Metal Complexes: Special Volume 2 Dedicated to Professor Jørgensen. T. Schönherr, ed. Structure and Bonding 107. Springer-Verlag, New York, 2004. $239.00 (310 pp.). ISBN 3-540-00854-3 Computers and computational physicsSection:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation... <<Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES Quantum Communication, Measurement and Computing. S. M. Barnett et al., eds. AIP Conference Proceedings 734. Proc. conf., Glasgow, UK, July 2004. AIP, Melville, NY, 2004. $189.00 (427 pp.). ISBN 0-7354-0216-7, CD-ROM Condensed matter physics Section:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physics <<Cosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES High-Pressure Shock Compression of Solids VIII: The Science and Technology of High-Velocity Impact. L. C. Chhabildas, L. Davison, Y. Horie, eds. Shock Wave and High Pressure Phenomena. Springer-Verlag, New York, 2005. $169.95 (380 pp.). ISBN 3-540-22866-7 The Microscopic Theory of Superfluid He II and Its QCE Superfluidity Mechanism Applied to Superconductors—Theory of Condensed Matter Expounded Through the System He II. J. X. Zheng-Johansson, P-I. Johansson. Nova Science, Hauppauge, NY, 2004. $120.00 (212 pp.). ISBN 1-59033-974-6 Physics and Applications of Dilute Nitrides. I. A. Buyanova, W. M. Chen, eds. Optoelectronic Properties of Semiconductors and Superlattices 21. Taylor & Francis, New York, 2004. $175.00 (442 pp.). ISBN 1-591-69019-6 Trends in Superconductivity Research. P. S. Lewis, ed. Nova Science, Hauppauge, NY, 2004. $98.00 (194 pp.). 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World Scientific, Hackensack, NJ, 2005. $28.00, $14.00 paper (183 pp.). ISBN 981-256-083-1, ISBN 981-256-131-5 paper The Physics of the Early Universe. E. Papantonopoulos, ed. Lecture Notes in Physics 653. Springer-Verlag, New York, 2005. $59.95 (300 pp.). ISBN 3-540-22712-1 Device physicsSection:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physics <<Energy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES Field Emission in Vacuum Microelectronics. G. Fursey. Microdevices: Physics and Fabrication Technologies. Kluwer Academic/Plenum, New York, 2005. $129.00 (205 pp.). ISBN 0-306-47450-6 Integration of Advanced Micro- and Nanoelectronic Devices—Critical Issues and Solutions. J. Morais et al., eds. Materials Research Society Symposium Proceedings 811. Proc. symp., San Francisco, Apr. 2004. MRS, Warrendale, PA, 2004. $106.00 (471 pp.). ISBN 1-55899-761-X Matching Properties of Deep Sub-Micron MOS Transistors. J. A. Croon, W. Sansen, H. E. Maes. Kluwer International Series in Engineering and Computer Science 851. Springer-Verlag, New York, 2005. $139.00 (206 pp.). ISBN 0-387-24314-3 Micro-Optomechatronics. H. Hosaka, Y. Katagiri, T. Hirota, K. Itao. Optical Engineering 92. Marcel Dekker, New York, 2005. $129.95 (306 pp.). ISBN 0-8247-5983-4Energy and environmentSection:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environment <<FluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES Beyond Oil: The View from Hubbert’s Peak. K. S. Deffeyes. Hill and Wang, New York, 2005. S24.00 (202 pp.). ISBN 0-8090-2956-1 Biodiesel: Growing a New Energy Economy. G. Pahl. Chelsea Green, White River Junction, VT, 2005. $18.00 paper (281 pp.). ISBN 1-931498-65-2 High Noon for Natural Gas: The New Energy Crisis. J. Darley. Chelsea Green, White River Junction, VT, 2004. 830.00, $18.00 paper (266 pp.). ISBN 1-931498-67-9, ISBN 1-931498-53-9 paper FluidsSection:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluids <<History and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES Annual Review of Fluid Mechanics. Vol. 37. Annual Reviews, Palo Alto, CA, 2005. $79.00 (517 pp.). 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Heninger Jr. The Huntington Library Press, San Marino, CA, 2004 [1977, reissue]. $21.95 paper (209 pp.). ISBN 0-87328-208-6 Dark Hero of the Information Age: In Search of Norbert Wiener, the Father of Cybernetics. F. Conway, J. Siegelman. Basic Books, New York, 2005. $27.50 (423 pp.). ISBN 0-7382-0368-8 Electric Universe: The Shocking True Story of Electricity. D. Bodanis. Crown, New York, 2005. $24.00 (308 pp.). ISBN 1-4000-4550-9 Frege Explained: From Arithmetic to Analytic Philosophy. J. Weiner. Ideas Explained 2. Open Court, Chicago, 2004. $18.95 paper (179 pp.). ISBN 0-8126-9460-0 The Grand Contraption: The World as Myth, Number and Chance. D. Park. Princeton U. Press, Princeton, NJ, 2005. $29.95 (331 pp.). ISBN 0-691-12133-8 Incompleteness: The Proof and Paradox of Kurt Gödel. R. Goldstein. Great Discoveries. Atlas Books/W. W. Norton, New York, 2005. $22.95 (296 pp.). ISBN 0-393-05169-2 The Innermost Kernel: Depth Psychology and Quantum Physics. Wolfgang Pauli’s Dialogue with C. G. Jung. S. Gieser. Springer-Verlag, New York, 2005. $54.95 (378 pp.). ISBN 3-540-20856-9 No Easy Answers: Science and the Pursuit of Knowledge. A. Franklin. U. of Pittsburgh Press, Pittsburgh, PA, 2005. $29.95 (258 pp.). ISBN 0-8229-4250-X Optical Anecdotes. D. J. Lovell. SPIE Press, Bellingham, WA, 2004 [1981, reissued], $34.00 paper (134 pp.). ISBN 0-8194-5505-9 Perfectly Reasonable Deviations from the Beaten Track: The Letters of Richard P. Feynman. M. Feynman, ed. Basic Books, New York, 2005. $26.00 (486 pp.). ISBN 0-7382-0636-9 The Power to Fly: An Engineer’s Life. B. H. Rowe, M. Ducheny. American Institute of Aeronautics and Astronautics, Reston, VA, 2005. $39.95 (207 pp.). ISBN 1-56347-709-2 The Reign of Relativity: Philosophy in Physics 1915-1925. T. Ryckman. Oxford Studies in Philosophy of Science. Oxford U. Press, New York, 2005. $60.00 (317 pp.). ISBN 0-19-517717-7 Retrying Galileo, 1633-1992. M. A. Finocchiaro. U. of Calif. Press, Berkeley, 2005. $50.00 (485 pp.). ISBN 0-520-24261-0 Splendid Solution: Jonas Salk and the Conquest of Polio. J. Kluger. G. P. Putnam’s Sons, New York, 2004. $25.95 (373 pp.). ISBN 0-399-15216-4 The Worlds of Herman Kahn: The Intuitive Science of Thermonuclear War. S. Ghamari-Tabrizi. Harvard U. Press, Cambridge, MA, 2005. $26.95 (387 pp.). ISBN 0-674-01714-5Instrumentation and techniquesSection:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn... <<Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES Advanced Data Storage Materials and Characterization Techniques. J. W. Ahner, J. 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ISBN in 2005. Vol. 2. C. D. J. R. eds. Springer-Verlag, New York, 2005. $149.00 pp.). ISBN Laser and Related Optical 2nd ed. J. D. J. Press, SPIE Press, Bellingham, and NJ, 2005. pp.). ISBN Particle physics Section:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physics and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES of Physics in Physics and Its Applications. R. et al., eds. AIP Conference Proceedings Proc. Mexico, July 2004. AIP, Melville, NY, 2005. $149.00 (373 pp.). ISBN Trends in Quantum Physics. V. F. eds. 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ISBN of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and and governmentStatistical physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES the The Race to the J. Books, New York, 2005. paper (280 pp.). ISBN Deep to and J. New York, 2004. pp.). ISBN The on Computers to N. Basic Books, New York, 2005. $26.00 pp.). ISBN The of Chemistry: The Science of C. M. L. Books, NY, 2005. $26.00 pp.). ISBN The New ed. A. ed. Princeton U. Press, Princeton, NJ, paper pp.). ISBN ISBN paper the of the A History of the Universe. J. Cambridge U. Press, New York, 2005. $35.00 pp.). ISBN of Cosmic N. D. D. W. W. Norton, New York, 2004. $27.95 pp.). ISBN the The to the of D. Books, New York, 2005. pp.). ISBN and of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and physics and t...Texts and educationTheory and mathematical m...CITING ARTICLES The of M. A. M. E. Institution Press, Washington, DC, 2005. $18.95 paper pp.). ISBN ISBN paper physics and Section:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and and educationTheory and mathematical m...CITING ARTICLES of E. H. in and Aeronautics Springer-Verlag, New York, and American Institute of Aeronautics and Astronautics, Reston, VA, 2005. $99.00 pp.). ISBN Beyond H. C. NJ, 2005. pp.). ISBN Physical and Chemical in Physical and Chemical and Vol. 2. G. G. S. A. S. B. V. eds. in and Aeronautics American Institute of Aeronautics and Astronautics, Reston, VA, 2004. pp.). ISBN of H. B. J. P. J. eds. Springer-Verlag, New York, 2004. $99.00 (505 pp.). ISBN Physics for Cosmic A. F. S. M. L. Springer-Verlag, New York, 2005. pp.). ISBN and of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and and mathematical m...CITING ARTICLES 2nd ed. J. of Physics Kluwer Academic, Norwell, MA, 2004 $99.00 pp.). ISBN a Laser in the A. E. Boston, 2005. pp.). ISBN Theory and mathematical Section:ChooseTop of pageAcousticsAstronomy and astrophysic...Atomic and molecular phys...Biological and medical ph...Chemical physicsComputers and computation...Condensed matter physicsCosmology and relativityDevice physicsEnergy and environmentFluidsHistory and philosophyInstrumentation and techn...Materials scienceMiscellaneousNonlinear science and cha...Nuclear physicsOptics and photonicsParticle physicsPlasmas and fusionPopularizationsSociety and governmentStatistical physics and t...Texts and educationTheory and mathematical ARTICLES A in Physics. 2nd ed. P. W. World Series in Physics World Scientific, Hackensack, NJ, 2004 paper pp.). ISBN ISBN paper and The of S. M. B. Princeton U. Press, Princeton, NJ, 2005. pp.). ISBN Field for and Materials A for the and B. in Optical Engineering SPIE Press, Bellingham, WA, 2005. paper (272 pp.). ISBN on Theory and Applications. K. H. in Soft Computing. Springer-Verlag, New York, 2005. $79.95 paper pp.). ISBN The to Quantum Mechanics. P. H. E. E. of Science and NY, 2004 $18.95 paper pp.). ISBN A Introduction. J. V. MIT Press, Cambridge, MA, 2004. $35.00 paper pp.). ISBN Methods for Systems. M. K. and Oxford U. Press, New York, 2004. pp.). ISBN Methods for the Natural and Engineering R. E. Series on in for Applied Sciences World Scientific, River NJ, 2004. pp.). ISBN From to ed. F. Advanced in Physics. Springer-Verlag, New York, $79.95 pp.). ISBN Theory in and with Applications. R. E. L. de International Series of on Physics Oxford U. Press, New York, 2005. pp.). ISBN A. I. on Physics. NY, 2004 paper pp.). ISBN and R. C. B. C. H. Burlington, MA, 2005. $79.95 pp.). ISBN CD-ROM 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) | 0.000 | 0.003 |
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