Economic impact of the proposed KAON Factory
Bibliographic record
Abstract
TRIUMF is proposing to build and operate a KAON Factory at the site of its existing meson facility in Vancouver. The KAON Factory would significantly enhance TRIUMF's research capabilities in the area of subatomic physics and would be used by both Canadian and international scientists. Because the world-wide scientific community is in agreement that only one KAON Factory should be built, the project offers Canada the opportunity to remain at the leading edge of subatomic physics research. The cost of constructing the KAON Factory is estimated at $532 million over five years. The estimated annual operating cost of about $90 million includes the $33 million per year now spent for the meson facility. The purpose of this study, which was jointly funded by the Government of British Columbia and TRIUMF, is to assess the economic impacts of building and operating the KAON Factory. The study has also investigated the economic impacts of the existing meson facility, which serves as a good empirical example of the type of economic activity expected to be generated by the KAON Factory.
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.015 | 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 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".