Bibliographic record
Abstract
The Ebola virus (EBV) genus is responsible for severe viral haemorrhagic illness caused by a group of viruses belonging to the Filoviridae family. Five species have been identified as causative agents for Ebola virus disease (EVD). The EBV (Zaire) strain is the most predominant organism involved in recorded EVD outbreaks and has been reported as the most virulent. EVD was first identified in the Democratic Republic of Congo in 1976 and has occurred in sporadic outbreaks over the last few decades with the most recent episode in Uganda over the period September 2022-January 2023. EVD is zoonotic in nature with bats as reservoir host and humans become infected via a spillover event from contact with infected animals. EVD is transmitted through contact with infected bodily fluids. It is considered fatal with a high mortality and high infectivity rate. Treatment is generally supportive with the availability of intravenous fluids and medicines. Research into vaccine development is ongoing. EVD is a particular public health concern given the potential for global spread during an outbreak.
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.
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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| 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 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".