Bibliographic record
Abstract
Zika virus is a mosquito-transmitted flavivirus belonging to the family Flaviviridae. Its spread has been an ongoing pandemic and the focus of a public health emergency since 2007. Though Zika virus was first detected in 1947, its rapid spread, newfound modes of transmission, and the absence of adequate treatments have recently brought this virus into the public eye. After an outbreak of Zika virus in Brazil in 2007, many complications were suspected to be linked with to its infection. These complications include Guillain-Barre syndrome, several congenital malformations, microcephaly, and some neurological complications. There is no effective treatment nor vaccine for Zika virus. Ongoing research focusses largely on preventing infection in regions where transmission is most common, especially in populations of pregnant women. It is advisable for clinicians working in non-endemic areas to maintain a full awareness of Zika virus in order to properly manage this infection when it spreads into their catchment areas. This review aims to summarize what is currently known about the epidemiology, transmission, pathogenesis, clinical presentation, diagnosis, treatment, and prevention methods of the Zika virus.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".