Recombinant vesicular stomatitis virus expressing Ebola virusglycoprotein (rVSV-EBOV), a new Ebola vaccine
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
Ebola virus (EBOV) causes outbreaks of lethal febrile illness in Africa, the largest of which resulted in over 11,000 deaths and represented a global public health threat. A new biomedical countermeasure, the recombinant vesicular stomatitis virus expressing EBOV glycoprotein (rVSV-EBOV) has been licensed (Ervebo; Merck & Co.). rVSV-EBOV is a replicative viral vaccine engineered to express EBOV antigen. Following rapid development stimulated by the large West African epidemic, an open-label, cluster-randomized ring vaccination trial called Ebola Ça Suffit! in Guinea and Sierra Leone demonstrated strong efficacy. The vaccine has a good safety profile, but is associated with self-limited arthritis and rash in a minority of recipients. rVSV-EBOV is highly immunogenic after a single intramuscular dose with antibody titers persisting for at least 2 years. In the recent outbreak in the Democratic Republic of the Congo, rVSV-EBOV was administered to more than 300,000 individuals and may have contributed, at least in part, to controlling the epidemic.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.002 | 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