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
BCG is the collective name for a family of live attenuated strains of Mycobacterium bovis that are currently used as the only vaccine against tuberculosis (TB). There are two major reasons for studying the genome of these organisms: (i) Because they are attenuated, BCG vaccines provide a window into Mycobacterium tuberculosis virulence, and (ii) because they have provided protection in several clinical trials and case-control studies, BCG vaccines may shed light on properties required of a TB vaccine. Since the determination of the M. tuberculosis genome in 1998, the study of BCG vaccines has accelerated dramatically, offering data on the genomic differences between virulent M. tuberculosis, M. bovis, and the vaccine strains. While these findings have been rewarding for the study of virulence, there is unfortunately less accrued knowledge about protection. In this chapter, we review briefly the history of BCG vaccines and then touch upon studies over the past two decades that help explain how BCG underwent attenuation, concluding with some more speculative comments as to how these vaccines might offer protection against TB.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| 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) | 0.001 | 0.006 |
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