Cholera: Epidemiological Situation around the World in 2005-2014, and Prognosis for 2015
Bibliographic record
Abstract
Cholera epidemiological situation around the world (2005-2014) has been assessed. Distribution of infection in the territory of African, Asian, and American countries, as well as in the Caribbean Region has been shown. Interstate and inter-continental importations of cholera in Europe, Australia, and America, including USA and Canada have taken place during this period. Epidemic process is spatially disseminated (with involvement and affection of new countries and administrative territories) and temporally chronic (America, the Caribbean Region; Africa) due to occurring of natural or social emergency situations. Alongside epidemics and outbreaks of the disease, caused by genetically altered variants of V. cholerae O1 El Tor and strains with multiple drug resistance, outbreaks with isolation of clinical strains of V. cholerae O139 serogroup take place in the Southeast Asia (China) on an annual basis. The forecast for 2015, as regards cholera in the world, stays unfavorable, which in its turn allows for the possibility to import this infection in the territory of the Russian Federation.
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 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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".