Avian Pox in Shearwaters on Lord Howe Island
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
Avipoxvirus infections occur in a wide range of bird species worldwide. In Australia pox is common in the Australian magpie (Cracticus tibicen), Currawongs (Strepera spp.) and Silvereyes (Zosterops lateralis) but very little is known about the evolution of this family of viruses or the disease ecology of avian poxviruses in seabirds. Pox lesions have been seen in colonies of Shy Albatross (Thalassarche cauta) in Bass Strait but the epidemiology of pox in pelagic birds is not very well elucidated. Two novel avipoxvirus species demonstrated in Flesh-footed Shearwater (A. carneipes) and Wedge-tailed Shearwater (A. pacificus) (SWPV-2) recently discovered in birds from Lord Howe Island had relatively close relationships with Canarypox virus, particularly within the highly conserved polymerase gene of these viruses. This raised some concern regarding the potential for cosmopolitan pathogens to spill over into wildlife. However, the results highlight how mistakes in interpretation could occur if only highly conserved genes are used to detect and or characterise viral infections. The results also contribute to a deeper understanding of the genetic relationships and likely complex epidemiology among avipoxvirus species in wildlife species.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it