Emerging Influenza Viruses: Past and Present
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
Influenza is an example of a disease for which the viral pathogen has emerged into the human population many times over past centuries, sometimes with devastating consequences [1]. Historical records provide vivid descriptions of past influenza outbreaks, and the viruses that caused the pandemics of the last century remain subjects of great interest. It is almost certain that a new pandemic, caused by the zoonotic transmission of a new influenza virus into humans, will occur. The recent outbreaks of the highly pathogenic H5 and H7 subtype viruses in poultry and their limited transmission into humans, as well as transmission of H9 subtype viruses, have raised concerns that conditions are developing for the generation of a new pandemic virus. In this paper, we review past pandemics, viral determinants of cross-species transmission of viruses, molecular factors that contribute to disease, and preventative measures to reduce the impact of a future pandemic.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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