History of Vaccines and Positioning of Current Trends
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
The history of vaccine development spans a relatively short period of time in comparison to the history of human civilization. However, monumental advances in the field of vaccines have been made in effort to combat infectious disease. These advances have led to a reduction, and in one case the complete eradication, of the burden of some infectious diseases of the world. Throughout the history of vaccine development, milestone discoveries can be identified that have shaped the field of vaccine development, as we know it. These milestones include the first official use of a vaccine by Edward Jenner, the attenuation principals observed by Pasteur, the development of cell culture for the propagation of viruses, and the production of first recombinant protein based vaccine for hepatitis B. As vaccine development progresses into the 21st century, it will be important to build on the experience and knowledge generated in the past, in an effort to surpass the limitations that currently hamper the development of new and more effective vaccine technologies. Presented here is an overview on the history of vaccine development and its influence on the positioning of current trends and future considerations.
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 | 0.000 | 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