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P0635 / #1815: A PROSPECTIVE COHORT STUDY ON THE EVOLUTION OF INFECTION MARKERS IN CHILDREN WITH SEVERE BACTERIAL INFECTIONS TREATED WITH ANTIBIOTICS

2021· article· en· W3133835092 on OpenAlexaffabout
Kim C. Noël, J. Lacroix, Elaine Gilfoyle, James Dayre McNally, Samara Zavalkoff, Patrícia S. Fontela

Bibliographic record

VenuePediatric Critical Care Medicine · 2021
Typearticle
Languageen
FieldMedicine
TopicSepsis Diagnosis and Treatment
Canadian institutionsUniversity of CalgaryUniversité de MontréalChildren's Hospital of Eastern OntarioMcGill University
Fundersnot available
KeywordsMedicineProcalcitoninInterquartile rangeInternal medicineProspective cohort studySepsisConfidence intervalWhite blood cellAntibioticsC-reactive proteinPneumoniaCohortBiomarkerInflammation

Abstract

fetched live from OpenAlex

Aims & Objectives: Inflammatory biomarkers have been used to guide antibiotic duration in adults and neonates, but their utility in children admitted to pediatric intensive care units (PICUs) is unknown. Our objective was thus to characterize the temporal behaviour of biomarkers (C-reactive protein [CRP], procalcitonin, and white blood cell [WBC] count) in children with severe bacterial infections. Methods: Ongoing prospective cohort study in 7 Canadian PICUs including patients 1 month to 18 years old admitted with suspected or proven severe bacterial infection (sepsis, pneumonia, and central nervous system and intrabdominal infections) and who were prescribed ≥1 antimicrobial. We measure biomarker levels from days 1 to 7 and day 10 of antibiotic treatment. We used Pearson’s correlation coefficient and multivariable linear regressions. Results: We have enrolled 208 patients. Median age was 56.0 months (interquartile range [IQR] 14.8 – 103.0). Median antibiotic duration was 9.5 days (IQR 6.0 – 14.0). Absolute levels of CRP and procalcitonin were highest on day 1 and descended over the course of treatment. By day 5, 82% and 43% of patients had ≥80% drop in procalcitonin and CRP levels, respectively. Patients with ≥50% drop in CRP from days 1 to 3 had a shorter hospital stay (-6.4 days, 95% confidence interval [CI] -12.2, -0.8). There was a strong correlation between mean daily values of multiple organ dysfunction syndrome scores with mean daily CRP (0.93, 95%CI 0.66, 0.99) and procalcitonin values (0.98, 95%CI 0.88, 0.99).Conclusions: Preliminary data suggest that CRP and procalcitonin may be good candidate biomarkers to personalize antibiotic treatment duration in children.

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 score0.109
Threshold uncertainty score0.216

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.016
GPT teacher head0.301
Teacher spread0.285 · 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".

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Citations0
Published2021
Admission routes2
Has abstractyes

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