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Record W4381801005 · doi:10.5114/polp.2023.128662

Acute bacterial meningitis in Polish children – assessment of risk factors of neurological complications

2023· article· en· W4381801005 on OpenAlexaboutno aff
Anna Kadziszewska, Ewelina Gowin, Radosław W. Kadziszewski

Bibliographic record

VenuePediatria Polska · 2023
Typearticle
Languageen
FieldImmunology and Microbiology
TopicBacterial Infections and Vaccines
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineMeningitisBacterial meningitisPediatrics

Abstract

fetched live from OpenAlex

Introduction: Bacterial meningitis remains a potential problem for contemporary pediatrics, as regards both treatment and further care of patients with long-term complications. The aim of this study is to identify the most common neurological complications of acute bacterial meningitis among children and their main risk factors of occurrence. Material and methods: We analyzed data on cases of children with bacterial meningitis hospitalized in The Infectious Diseases Department in St. Joseph Children’s Hospital in Poznan, between 2010 and 2020. We considered Streptococcus pneumoniae and Neisseria meningitidis as etiological factors. Data on neurological complications were obtained during follow-up visits and as a result of telephone surveys. Results: We identified 75 patients (1 month up to 17 years of age) with acute bacterial meningitidis with the etiological factors Streptococcus pneumoniae and Neisseria meningitidis; 2 of them died as a result of infection (2.66%). Data on short and long-term complications were obtained from 59 patients. We observed complications among 42 children; the most frequent complications were cognitive impairment (31.37%), subdural effusion (17.19%), focal neurological deficits (15.6%), and hearing disorders (14.0%). Patients with neurological complications showed a higher frequency of lower count of neutrophils < 13.8 × 10³/μl (p < 0.01), a lower hemoglobin level < 12.0 g/dl (p < 0.00), and platelet levels above 340 x 10³/μl (p < 0.02). Risks factors of neurological complications occurrence were irritability at admission (p < 0.04) , age of patients under 34 months (95 CI%: 0.58–0.86), and length of hospitalization over 14 days (95 CI%: 0.70–0.92). Conclusions: Despite the introduction of protective vaccination, bacterial meningitis is still a life-threatening disease that leads to significant neurological consequences. It is important to recognize patients with risk factors of neurological complications to provide them with multidisciplinary medical care later in life.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.015
GPT teacher head0.287
Teacher spread0.272 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2023
Admission routes1
Has abstractyes

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