European travellers affected by the outbreak of Plasmodium vivax malaria in Northern Queensland, Australia
Bibliographic record
Abstract
An outbreak of Plasmodium vivax malaria at a campsite in Northern Queensland has affected 10 people including three overseas visitors (one from Ireland, one from Germany, and one from Canada). The outbreak occurred during the first two weeks of October 2002 in tourists staying at the Noah Beach campsite, which is a campsite in Daintree National Park, Cape Tribulation. Park rangers have used details from self-registration forms at the campsite to compile a list of visitors to Noah Beach during the period of malaria transmission. Where contact details were available, the Tropical Public Health Unit in Queensland contacted individuals to inform them of the occurrence of malaria and offer advice. Visitors to the park have included travellers from the United Kingdom, Switzerland, Italy, Israel, the Netherlands, and Sweden (Dianne Brookes (Dianne_Brookes@health.qld.gov.au), Tropical Public Health Unit, Queensland, personal communication, 12 November 2002).
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".