Pathogenicity of <i>Enterobacter sakazakii</i>
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
Enterobacter sakazakii is an emerging food-borne pathogen that has increasingly raised interest among the scientific community, health care providers, and the food industry since the early 1980s, when it was accepted as a new species. This chapter attempts to summarize research endeavors aimed at understanding the pathogenesis of this important food-borne pathogen. The first two known cases of E. sakazakii meningitis date from 1958 and were first reported in 1961. Subsequently, cases of meningitis, septicemia, and necrotizing enterocolitis due to this organism have been reported worldwide. E. sakazakii adherence to the cell lines increased with a higher multiplicity of infection and was maximal at the late bacterial exponential growth phase. Once E. sakazakii makes its way past the gastrointestinal tract to the bloodstream, it is likely that it attaches to endothelial cells and then somehow crosses through the blood-brain barrier to infect the meninges and brain. Interestingly, using meningitis and bacteremia alone to characterize the disease, invasive infant cases were divided into two groups based on gestational age and birth weight. The interest in the causal relationship between powdered infant formula (PIF) and this emerging food-borne pathogen has led to an interest in ascertaining its mechanism(s) of pathogenicity.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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