Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The novel H1N1 2009 virus that is the cause of the most recent human influenza pandemic is able to infect a number of animal hosts, most notably reported in domesticated swine. The first confirmed 2009 pandemic H1N1 (H1N1pdm) influenza infection of a commercial swine herd occurred in Alberta, Canada in late April 2009. The early incidences of H1N1pdm influenza in swine were of great concern to public and animal health agencies alike, and numerous subsequent cases were reported to the World Organization for Animal Health (OIE) by different countries following prevalence of the pandemic virus in the human population, including Australia. In almost all cases, outbreak investigations have indicated an epidemiological link with farm in-contact persons reporting recent influenza-like illness (ILI), some diagnostically confirmed as H1N1pdm infections. These have suggested interspecies transmissions from human to swine. This article describes the first reported cases and our investigations of swine influenza due to H1N1pdm virus in Australia.
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it