CERN's Tree of Science at the Summit
Bibliographic record
Abstract
The World Summit on the Information Society held its closing session at Palexpo on 12 December. During the Summit, CERN organised the SIS Forum, the Tree of Science, at Palexpo. Kofi Annan and Tim Berners-Lee, sending a message to 800 schools around the world, from the first Web server will remain one of the abiding images of the Science Stand organised by CERN as part of the World Summit on the Information Society last December. According to its designer, François Fluckiger (IT Department) this stand was not intended purely as an exhibition or as a lecture point but as a forum. Thirty-two scientific institutions throughout the world made their own contributions to the information society over the five days of the exhibition. In all, 42 science projects were exhibited to several thousand visitors under four themes: education and culture; health; environment, development and risks; fundamental sciences and enabling technologies. CERN's stand represented a tree with a trunk in the centre with screens showing videos of the achievements of CERN - the place where the Web was born. Then there were four branches, columns with themes, representing the invited projects. The Science Stand organised by CERN, as part of the World Summit on the Information Society, was conceived as a tree with CERN as the central column, representing the trunk. A mini-computer centre of 12 computers was concealed inside the central column. The centre was linked to 14 screens spread around the stand, allowing speakers to make completely digital presentations. The Tree of Science was supplemented by an on-line stand for remote demonstrations. Real time high speed connectivity organised by Caltech and CERN was used to demonstrate applications ranging from the increasingly every-day e-learing and video conferencing to a first internet transatlantic Jazz concert involving musicians in Geneva and Canada. There was also a demonstration of remote sense-and-feel for telemedicine. For further information, please go to: http://cern.ch/sis-forum, http://cern.ch/sis-on-line From left to right: Robert Cailliau (CERN), Kofi Annan, United Nations secretary general, Luciano Maiani (CERN), and Tim Berners-Lee, director of World Wide Web Consortium (W3C), with the first web server at the Science Stand.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.010 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.015 | 0.006 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.007 | 0.012 |
| Insufficient payload (model declined to judge) | 0.137 | 0.088 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".