*~~~~~~~. N.,***. ~.. UNCLASSIFIED 1 EXECUTIVE SUMMARY
Bibliographic record
Abstract
core antibody in CF recruits as well as the risk-of acquiring Hepatitis B infection during recruit training. 2. The information obtained will serve as a guide for the Surgeon General in determining the extent to which Hepatitis B imnunization should be offered within the Canadian Forces. In view of the high cost of the vaccine (more than $100 per immunization schedule), universal immunization would be financially unacceptable. 3. In addition to causing dibilatating disease featured by nausea, vomiting, fever and jaundice with a mortality rate of 2%, Hepatitis B has been associated with later development of cancer of the liver. 4. The disease is generally transmitted by blood transfusion, illegal intravenous use of drugs, by sexual contact, or contact with other secretions. or blond rom inifected indiyi.duals.- The latter route is recugftized as placing medical, dental and laboratory staff at a sufficient risk to warrant immunization with the vaccine. Transmission from food handlers, although unusual, has also been suspected in some outbreaks.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.407 | 0.329 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".