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.
Bibliographic record
Abstract
PopularizationsSection:ChooseTop of pagePopularizations <<Society and governmentSpace and planetary scien...Statistical physics and t...CITING ARTICLES Glowing Genes: A Revolution in Biotechnology. M. Zirnmer. Prometheus Books, Amherst, NY, 2005. $28.00 (221 pp.). ISBN 1-59102-253-3 Many Skies: Alternative Histories of the Sun, Moon, Planets, and Stars. A. Upgren. Rutgers U. Press, New Brunswick, NJ, 2005. $24.95 (198 pp.). ISBN 0-8135-3512-3 Petit Point: A Candid Portrait on the Aberrations of Science. P.-G. de Gennes. DL/World Scientific, Hackensack, NJ, 2004. $14.00 paper (72 pp.). ISBN 981-256-011-4 Puzzling Adventures: Tales of Strategy, Logic, and Mathematical Skill. D. E. Shasha. W. W. Norton, New York, 2005. $15.95 paper (227 pp.). ISBN 0-393-32663-2 The Quantum Quark. A. Watson. Cambridge U. Press, New York, 2004. $30.00 (464 pp.). ISBN 0-521-82907-0 Understanding the Universe: From Quarks to the Cosmos. D. Lincoln. World Scientific, River Edge, NJ, 2004. $88.00, $28.00 paper (567 pp.). ISBN 981-238-703-X, ISBN 981-238-705-6 paper Virtual LM: A Pictorial Essay of the Engineering and Construction of the Apollo Lunar Module—The Historic Spacecraft that Landed Man on the Moon. S. P. Sullivan. Apogee Books Space Series 47. Apogee Books, Burlington, Canada, 2004. $29.95 paper (249 pp.). ISBN 1-894959-14-0, CD-ROM Weighing the Soul: Scientific Discovery from the Brilliant to the Bizarre. L. Fisher. Arcade Publishing, New York, 2004. $25.00 (248 pp.). ISBN 1-55970-732-1Society and governmentSection:ChooseTop of pagePopularizationsSociety and government <<Space and planetary scien...Statistical physics and t...CITING ARTICLES The Bomb: A Life. G. J. DeGroot. Harvard U. Press, Cambridge, MA, 2005. $27.95 (397 pp.). ISBN 0-674-01724-2 NASA Office of Space Science Education and Public Outreach Conference. C. Narasimhan, B. Beck-Winchatz, I. Hawkins, C. Runyon, eds. Astronomical Society of the Pacific Conference Proceedings 319. Proc. mtg., Chicago, June 2002. Astronomical Society of the Pacific, San Francisco, 2004. $77.00 (482 pp.). ISBN 1-58381-181-8 Shades of Gray: National Security and the Evolution of Space Reconnaissance. L. P. Temple III. American Institute of Aeronautics and Astronautics, Reston, VA, 2005. $49.95 (613 pp.). ISBN 1-56347-723-8Space and planetary science Section:ChooseTop of pagePopularizationsSociety and governmentSpace and planetary scien... <<Statistical physics and t...CITING ARTICLES Europa—The Ocean Moon: Search for an Alien Biosphere. R. Greenberg. Springer—Praxis Books in Geophysical Sciences. Praxis/Springer-Verlag, New York, 2005. $89.95 (380 pp.). ISBN 3-540-22450-5 Methods of Celestial Mechanics. Vol. 1: Physical, Mathematical, and Numerical Principles. G. Beutler. Springer-Verlag, New York, 2005. $99.00 (464 pp.). ISBN 3-540-40749-9, CD-ROM Methods of Celestial Mechanics. Vol. 2: Application to Planetary System, Geodynamics and Satellite Geodesy. G. Beutler. Springer-Verlag, New York, 2005. $99.00 (448 pp.). ISBN 3-540-40750-2, CD-ROM The Origin of Chondrules and Chondrites. D. W. G. Sears. Cambridge Planetary Science 3. Cambridge U. Press, New York, 2004. $110.00 (209 pp.). ISBN 0-521-83603-4 Solar and Space Weather Radio-physics: Current Status and Future Developments. D. E. Gary, C. U. Keller, eds. Astrophysics and Space Science Library 314. Kluwer Academic, Norwell, MA, 2004. $159.00 (394 pp.). ISBN 1-4020-2813-X Statistical physics and thermodynamics Section:ChooseTop of pagePopularizationsSociety and governmentSpace and planetary scien...Statistical physics and t... <<CITING ARTICLES Analysis of Heat Equations on Domains. E. M. Ouhabaz. London Mathematical Society Monograph Series. Princeton U. Press, Princeton, NJ, 2005. $60.00 (284 pp.). ISBN 0-691-12016-1© 2005 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) | 0.002 | 0.001 |
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