Third International Workshop of the Soochow University–Western University Centre for Synchrotron Radiation Research
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
Following the two previous international workshops successfully held in 2012 [1 Y. Song, Synchrotron Radiation News 26(2), 39 (2013).[Taylor & Francis Online] , [Google Scholar]] and 2014 [2 Y. Song, Synchrotron Radiation News 27(5), 25–26 (2014).[Taylor & Francis Online] , [Google Scholar]], both in Suzhou, China, the Third International Workshop on Synchrotron Radiation Research took place on July 16, 2015, on the campus of the University of Western Ontario (also known as Western University), London, Ontario, Canada, for the first time. The workshop was sponsored by the Soochow University–Western University Centre (SWC or the Centre) for Synchrotron Radiation Research and hosted by Western University, with financial support from Western's Interdisciplinary Development Initiative (IDI) program.
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 | 0.001 |
| Open science | 0.001 | 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