Pregnancy related listeriosis: treatment and control
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
Listeriosis during pregnancy usually presents as an unremarkable febrile illness in the mother but can be fatal for the fetus and newborn. Reliable laboratory testing for early diagnosis is lacking. Serological antibody tests and bacteriological stool tests are not helpful since Listeria-specific antibodies and stool cultures yielding the organism can be found in healthy pregnant women. Because early diagnosis is difficult, diagnosis is usually made by culturing the pathogen from blood, cerebrospinal fluid, placenta or meconium. The mortality rate for fetal and newborn listeriosis remains approximately 20%. Two to three cases of pregnancy-associated listeriosis are reported annually in Austria among approximately 79,000 births, 20-30 cases are reported annually in Germany among approximately 680,000 births and 50-100 cases are reported annually in the USA among approximately 4 million births. Although Listeria infections in pregnancy are rare, they should be considered as a cause of fever of unknown origin 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| 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