43 Etiology of community-acquired bacterial meningitis in children seen in the emergency department in Canada
Bibliographic record
Abstract
Abstract Background Bacterial meningitis poses a significant threat to paediatric health, resulting in substantial morbidity and mortality in children. Though previous studies have delineated the causative agents behind community-acquired meningitis, recent vaccination initiatives may have reshaped its underlying etiology. Objectives This study aimed to identify the bacteria responsible for community-acquired bacterial meningitis in children in Canada. Design/Methods This was a retrospective cohort study including children aged 1 day-18 years with confirmed bacterial meningitis, evaluated at a tertiary-care, Canadian emergency department between July 1st 2014 and December 31st 2022. The primary outcome was the pathogen identified. Other variables of interest were mortality, complications, age, sex, and diagnostic method. Medical charts were identified via the hospital’s archives and reviewed by a single co-author. A random sample of 20 (23%) medical charts were independently reviewed by a second co-author to assess inter-rater reliability. We set a target of evaluating at least 50 cases to allow narrow confidence intervals (+/- 13%) for proportions. Results All variables showed excellent inter-rater reliability with Kappa scores and intraclass correlation coefficients higher than 0.60. All 79 eligible cases were included. The main causal agents were Group B Streptococcus (GBS) (n=20; 25%), Streptococcus pneumoniae (n=16; 20%), Neisseria meningitidis (n=16; 20%) and Haemophilus influenzae (n=9; 11%). Etiology exhibited age-dependent variations, with 85% of GBS and 100% of E. coli infections identified in children under two months, while all pneumococcal and Group A Streptococcus cases were in children older than six months. All children infected by S. pneumoniae were vaccinated against pneumococcal infection but the serotype was not covered by vaccination in 7/8 infections. All children with N. meningitidis were either too young to be vaccinated (n=10) or infected by a serotype not covered by the vaccine. Six (7%) patients died and 29 (34%) suffered complications, including hearing impairment (n=5), cerebral ischemia (n=4), seizures (n=4), and subdural abscess (n=3). Fifty-nine bacterias were identified by cerebrospinal fluid culture, 13 by PCR and 7 by both methods. Conclusion GBS is the leading etiology of paediatric community-acquired bacterial meningitis in Canada. Causal agents of bacterial meningitis vary greatly by age. Future studies should work on improving the serotype spectrum of vaccines, prophylaxis in mothers who are GBS carriers, and use of PCR as a diagnostic tool for timely clinical interventions.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".