Bibliographic record
Abstract
Infection is a major cause of perinatal morbidity and mortality (Christensen, 1982; Ohlsson et al., 1987). The aetiology of neonatal septicemia varies with geographical location and changes over time (Nyhan & Fousek, 1958; Ohlsson & Serenius, 1981; Ohlsson et al., 1986). From the 1960s onwards, Group B beta-haemolytic streptococcus (GBS) has been one of the most common causes of neonatal infectious morbidity and mortality in the USA (Eickhoffet al., 1964; Franciosi et al., 1973; McCracken, 1973), Canada (Allardice et al., 1982), the UK (Reid, 1975; Lloyd & Reid, 1976), Europe (Cayeux, 1972, Bergqvist, 1974; Bergqvist et al., 1978; Schroder & Paust, 1979; Speer et al., 1985; Vesikari et al., 1989) and Australia (Fliegner & Garland, 1990). GBS causes significant maternal perinatal morbidity (Institute of Medicine, 1985), bacteriuria in pregnancy (Hastings et al., 1986) as well as urinary tract (Munoz et al., 1992) and other infections in the adult non-pregnant population (Opal et al., 1988; Schwartz et al., 1991).
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 | 0.000 | 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 | 0.001 |
| 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 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".