Progress in epidemiology and prevention strategy research of herpes zoster
Bibliographic record
Abstract
Objective To understand the surveillance status and progress in epidemiological research of herpes zoster in the world and provide evidence for the epidemiological research and the development of feasible surveillance protocol of herpes zoster in Beijing. Methods The analysis was conducted on the surveillance data and epidemiological research literatures of herpes zoster in USA,Canada,Australia and European countries collected through PubMed Database and the domestic literatures related collected through Chinese National Knowledge Infrastructure Database. Result The sentinel surveillance for herpes zoster is currently conducted in USA,Canada,the United Kingdom and France respectively. The surveillance data indicated that the incidence of herpes zoster in age group 65 years increased with year. The incidence in females was higher in males. The risk factors related with herpes zoster included age,gender, mechanical trauma and immunization function. Conclusion The incidence of herpes zoster is closely related with age. The impact is more serious in the elderly. Herpes zoster has not been included in the management for communicable disease in China,it is necessary to strengthen the surveillance for herpes zoster.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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".