CPG ODN allows lower dose of antigen against hepatitis B surface antigen in BALB/c mice
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
We have evaluated alum, immunostimulatory cytosine guanine dinucleotide-containing oligodeoxy-nucleotides (CPG ODN), and an alum/CPG ODN combination as adjuvants with hepatitis B surface antigen, to compare their potential to allow lower doses of antigen to be used for induction of humoral responses. BALB/c mice were immunized by intramuscular injection with 0.01, 0.1 or 1.0 micro g recombinant hepatitis B surface antigen without adjuvant or with alum and/or CPG ODN added. When given without adjuvant or with alum, each 10-fold decrease in amount of antigen resulted in a similarly reduced titre of antibody against hepatitis B surface antigen. In contrast, CPG ODN, on its own or combined with alum, allowed high anti-hepatitis B surface antigen titres even with a 1000-fold reduction in amount of antigen. These findings may have important immunological and economical consequences for vaccine development.
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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 | 0.001 |
| 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 it