Erythrovirus B19 as a potential cause of fetal hydrops: assessing awareness
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
Erythrovirus (previously parvovirus) B19 was discovered accidentally in 1975 while screening for hepatitis B surface antigen (Chan et al, 1998). It is a small ssDNA virus that targets erythroid progenitor cells. Infection with B19 virus during pregnancy may cause serious complications in the fetus such as fetal hydrops and intrauterine fetal death. Early diagnosis and treatment is essential in the management of these complications. We conducted a survey study to assess the awareness of both front and second-line obstetric staff(GPs, midwives, senior house officers, specialist registrars and consultants) of B19 as a potential and treatable cause of hydrops fetalis. Overall there was poor awareness particularly among the front-line carers compared to the second-line carers regarding the diagnosis and management of B19 infection in pregnancy. A total of 94% of the responders agreed there was a need for educational updates on the role of B19 infection during pregnancy.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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