Bibliographic record
Abstract
Herpes zoster (HZ; shingles) results from reactivation of varicella-zoster virus (VZV) after primary infection as varicella (chicken pox). It affects mainly older adults and people with immunocompromising diseases or treatments. The most common complication is postherpetic neuralgia (PHN), which has significant adverse effects on quality of life and activities of daily living. Since PHN cannot be prevented once HZ has occurred, and treatment is only modestly successful and is associated with significant side effects, the recent introduction of an effective vaccine is an important achievement. This new vaccine, which combines a single VZV glycoprotein (gE) and a multicomponent adjuvant, is superior to the previously available live attenuated VZV vaccine. The recombinant adjuvanted vaccine is remarkably effective in restoring the protective T cell-mediated immunity required to prevent HZ. Its clinical efficacy is much greater than that observed with other vaccines for older individuals affected by immune senescence, and its safety profile is very acceptable. It has been recommended in the USA and Canada for people who are 50 years of age and older. The immunogenicity and safety of this vaccine in severely immunocompromised individuals, such as after chemotherapy for malignancy, after solid organ or stem cell transplant, and in people with HIV are being studied.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 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".