Characterization of nontypeable<i>Haemophilus influenzae</i>collected from respiratory infections and invasive disease cases in Manitoba, Canada
Why this work is in the frame
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Bibliographic record
Abstract
With the introduction of the Haemophilus influenzae serotype b (Hib) vaccine, invasive Hib disease has decreased substantially, but nontypeable H. influenzae (NT Hi) disease appears to be increasing. In order to understand the origin of NT Hi strains and their relationship with serotypeable strains, we analysed 125 NT Hi isolates collected from individual patients with either invasive disease (70 isolates) or respiratory tract infections (55 isolates). Serotype-specific and capsular transport genes were absent by PCR analysis, confirming their nonencapsulated status, which also suggested the NT Hi isolates were not encapsulated strains that shed their capsules. Multilocus sequence typing confirmed the NT Hi isolates did not have the same genetic background as serotypeable strains, including Hib. Despite the genetic heterogeneity found, two major genetic clusters were identified, both containing invasive and respiratory isolates. Fourteen invasive isolates and nine respiratory isolates produced beta-lactamase and were ampicillin resistant. More invasive (26.8%) than respiratory isolates (10.9%) showed decreased susceptibility towards ampicillin by a mechanism unrelated to beta-lactamase production. Besides a change in the capsule status of invasive Hi strains, the burden of invasive Hi disease, which used to be mainly a childhood disease, has now shifted to involve both adults and infants.
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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 | 0.001 |
| 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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