Prevention of Congenital Rubella Syndrome--What Makes Sense in 2006?
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
This review summarizes the practical aspects of rubella immunization programs in both developed and developing countries. Routine use of rubella vaccine is gradually resulting in the elimination of endemic rubella and congenital rubella syndrome (CRS) in the developed world, and routine use of vaccine in young children is now being implemented in many developing countries. However, such programs must achieve high immunization rates or be supplemented by the immunization of seronegative women of childbearing age to prevent a paradoxical increase in CRS as the burden of illness is shifted to an older age group. There are many successful prenatal screening programs for rubella immunity in developed countries, but screening prior to pregnancy could theoretically prevent even more cases of CRS. Enzyme-linked immunosorbent assay is the most commonly used laboratory test for screening, but the protective titer remains to be established. The need for reimmunization of women who serorevert or who remain seronegative following rubella vaccine has not been established. Surveillance for rubella cases and for CRS is vital in assessment of the ongoing success of rubella immunization programs.
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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.008 | 0.002 |
| 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 | 0.001 |
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 it