Bibliographic record
Abstract
Erratum: Figures 2 and 3 in the Communicable Diseases Surveillance Highlights for 2nd quarter, 2007 were incorrect. The correct figures are published in the attached Erratum document. Communicable diseases surveillance outcomes from several reporting series as follows: Highlights for 2nd quarter, 2007 (bloodborne disease, vaccine preventable diseases, quarantinable diseases, other bacterial infections);National Notifiable Diseases Surveillance System tables, 1 April to 30 June 2007;Laboratory Serology and Virology Reporting Scheme tables, 1 April to 30 June 2007;Australian Sentinel Practices Research Network, reporting period 1 April to 30 June 2007;Gonococcal surveillance, reporting period 1 January to 31 March 2007;Australian childhood immunisation coverage, 1 January to 31 March 2007 cohort, assessed as at 30 June 2007;HIV and AIDS surveillance, reporting period 1 January to 31 March 2007, assessed as at 30 June 2007;Meningococcal surveillance, reporting period 1 April to 30 June 2007;National Enteric Pathogens Surveillance System, reporting period 1 April to 30 June 2007.
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.
How this classification was reachedexpand
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".