Combining science and business: from recombinant DNA to vaccines against hepatitis B virus
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
Our involvement in research on hepatitis B virus (HBV) really began at a Microbiology Conference in Geneva in February, 1978. For the small group of academics involved this was not at all the sort of conference to which we were accustomed. It was an intensive discussion, convened by Dr. Raymond Schaeffer and Mr. Dan Adams of the venture capital group of the International Nickel Company of Canada (INCO), of the prospects for formation of a European biotechnology company and a review of research projects and products that such a company might pursue. The role model was Genentech Inc., a company that had been formed two years previously and in which INCO had been a significant and well satisfied corporate investor. How about a European analogue? After two fascinating if rather surrealistic days we all agreed to take the matter further at a second meeting in Paris a few weeks later.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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