Bibliographic record
Abstract
The outbreak of severe acute respiratory syndrome (SARS) seems to have peaked in Canada, Hong Kong, Singapore, and Vietnam, according to the World Health Organization. Worldwide 5242 cases and 321 deaths were reported by 28 April in 28 countries, and concern is growing that the disease will become endemic in some countries if it is not brought under control soon. However, in 23 countries the disease has been well contained, said Dr Mike Ryan, WHO's coordinator of the global outbreak alert and response network. “In a country like China, with a very large population, there is a possibility that disease can become established and remain in human populations, but we do have an opportunity to break the cycle of transmission in this disease and put it back in the box,” he said. The numbers in China are expected to continue to climb in the coming weeks. “We think Beijing is a major, major black spot,” said Mr Peter Cordingley, spokesman for WHO's Manila office. By 27 April 1114 cases and 56 deaths had been reported there, and Beijing looks …
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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".