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
You may remember noticing a pop-up Big Bang on your way to Restaurant No. 1 last November, as part of the Library’s book fair. This was just one page from a rather original project to make a pop-up book about particle physics. The book – Voyage to the Heart of Matter, the ATLAS experiment at CERN - will be launched in the USA and Canada, in a new silver edition. The book proved a popular Christmas gift in the UK when it was released last November - copies on sale there sold out in under two months. The new print run will go on sale in Australia and the UK, in addition to Canada and the US. It will be launched to the press during the week of the New York book fair and will befollowed by a public event at the New York Academy of Sciences on 25 May. You can purchase a copy at the ATLAS secretariat, the Library or the Building 33 shop for 30CHF. For more information about the launch event, see http://www.nyas.org/ATLAS.
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) | 0.004 | 0.002 |
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