Influenza viremia and the potential for blood‐borne transmission
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
nfluenza is amajor cause ofmorbidity andmortality in the United States and worldwide. The threat of pandemic influenza recently has gained prominent attention because of widespread infection of poultry with highly pathogenic avian influenza A (H5N1) and the potential for the virus to mutate into one capable of effi-cient human-to-human transmission. As ofMarch 8, 2007, 277 human cases of H5N1 infection had been reported to WHO fromAsia,1,2 Eastern Europe,3,4 and Africa,3 mostly as a result of close contact between humans and infected birds, although rare, unsustained human-to-human transmission has been documented. If a change in viral characteristics were to allow efficient human-to-human transmission, rapid spread and a worldwide pandemic could result. The global spread of H5N1, continuing out-
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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