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
Research Article| January 01, 2002 A Brief Overview of Synchrotron Radiation T. K. Sham; T. K. Sham 1Department of Chemistry Chemistry Building University of Western Ontario London, Ontario, N6A 5B7, Canada Search for other works by this author on: GSW Google Scholar Mark L. Rivers Mark L. Rivers 2Consortium for Advanced Radiation Sources Building 434A Argonne National Laboratory 9700 S. Cass Avenue Argonne, Illinois, 60439, U.S.A. Search for other works by this author on: GSW Google Scholar Author and Article Information T. K. Sham 1Department of Chemistry Chemistry Building University of Western Ontario London, Ontario, N6A 5B7, Canada Mark L. Rivers 2Consortium for Advanced Radiation Sources Building 434A Argonne National Laboratory 9700 S. Cass Avenue Argonne, Illinois, 60439, U.S.A. Publisher: Mineralogical Society of America First Online: 09 Mar 2017 © The Mineralogical Society Of America Reviews in Mineralogy and Geochemistry (2002) 49 (1): 117–147. https://doi.org/10.2138/gsrmg.49.1.117 Article history First Online: 09 Mar 2017 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn MailTo Tools Icon Tools Get Permissions Search Site Citation T. K. Sham, Mark L. Rivers; A Brief Overview of Synchrotron Radiation. Reviews in Mineralogy and Geochemistry 2002;; 49 (1): 117–147. doi: https://doi.org/10.2138/gsrmg.49.1.117 Download citation file: Ris (Zotero) Refmanager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentBy SocietyReviews in Mineralogy and Geochemistry Search Advanced Search Abstract The generation of synchrotron radiation from a storage ring is described with emphasis placed on aspects relevant to synchrotron radiation users. Topics include the history of synchrotron radiation, the machinery that makes a storage ring work, the dipole and the insertion device sources, the importance of storage ring energy, current and emittance, the properties of synchrotron radiation and their relevance to the study of the interaction of light with matter. You do not have access to this content, please speak to your institutional administrator if you feel you should have access.
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 | 0.000 |
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