Bibliographic record
Abstract
The development of tuberculin sensitivity in groups of guinea pigs immunized with living BCG vaccine or with heat-killed Mycobacterium tuberculosis suspended in oil (TB) was measured by skin tests and lymphocyte transformation (LT) tests with tuberculin PPD. LT tests on lymphocytes from peripheral blood (PBL) and lymph nodes (LNL) and skin tests were carried out on different groups of guinea pigs for 1 year following immunization. Three ways of expressing the LT results were considered, i.e. as stimulation index, delta cpm and uncorrected cpm values. Since neither of the first two methods were equally applicable to all of the data, we decided to express the data as geometric means of cpm values for stimulated and control cultures, respectively. For both immunogens the sensitivity measured by PBL LT and skin tests showed a closely parallel development; LNL reactivity appeared earlier and remained at a higher level than PBL reactivity. Antibody levels in the guinea pigs were measured using a radioimmunoassay technique, were found to be dependent on the immunization period and not correlated to the cellular immunity.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".