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
Routine testing of all blood donations for hepatitis B antigen by counter-immunoelectrophoresis was started in April 1971. The frequency of HBAg carriers among apparently healthy volunteer blood donors in the Toronto Centre of the Canadian Red Cross Blood Transfusion Service was 15 in 10,000 with a male:female ratio of 6:1. Excluding penitentiary inmates, the highest incidence was among young, male, non-Anglo-Saxon city dwellers.A system of notification of HBAg-positive donors was developed, through which a carrier is referred to a special clinic for clinical and pathological evaluation.A survey of hospital patients indicated an incidence of HB antigen 3.5 times that of our healthy donor population. A comparison of the number of post-transfusion hepatitis cases occurring before and after the commencement of routine testing for HBAg showed a marked reduction in reported cases in 1971.
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 | 0.001 | 0.001 |
| 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 it