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Record W2760942033 · doi:10.1093/pch/20.5.e79b

126: A Ten Year Review of Necrotizing Fasciitis in the Paediatric Population: Delays to Diagnosis and Management

2015· article· en· W2760942033 on OpenAlexaboutno aff
Heather VanderMeulen, April Kam, Manas Pratim Roy, Jeffrey M. Pernica

Bibliographic record

VenuePaediatrics & Child Health · 2015
Typearticle
Languageen
FieldMedicine
TopicStreptococcal Infections and Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsFasciitisMedicinePediatricsIntensive care medicineSurgery

Abstract

fetched live from OpenAlex

Necrotizing fasciitis (NF) is a severe soft tissue infection that results in necrosis of the subcutaneous tissue and fascia. This infection, while devastating and requiring prompt recognition and management, is rare in the paediatric population. In Canada, only 2.93 cases per million youth occur annually. There has not been a dedicated Canadian paediatric study of necrotizing fasciitis management to date. The rarity of NF in children means that emergency physicians are less likely to be familiar with its presentation and initial management. Given that rapid identification and treatment are predictive of positive outcomes, we sought to assess the promptness and appropriateness of management in paediatric cases of NF. A retrospective chart review examined cases of paediatric NF treated at two tertiary care centres between 2003 and 2013. Times to antibiotic administration, arrival of consulting services, and debridement surgery were collected. The variability in the CTAS score at presentation, choice of antibiotics, total number of debridement surgeries, length of stay and resulting complications were assessed. Among the 13 patients identified over the 10-year period, Group A Streptococcus was most commonly isolated (8 cases). Appropriate antibiotics were administered on average 4.6 hours (range 1.0 – 25.5 hours) after presentation to the emergency department. The mean times to infectious disease and surgical consults were 13.2 hours (range 1.1 – 42.5 hours) and 9.8 hours (range 0.4 – 28.7 hours), respectively. Debridement surgeries were performed, on average, 21 hours (range 2.8 – 40.8 hours) after presentation. The mean length of hospital stay was 24 days (range 6 – 49 days). This is the largest Canadian study to assess the timeliness of hospital management of NF in the paediatric population. The large variability in the care of these patients reflects the lack of a standardized approach to their presentation. Given that prompt surgical management is the most important intervention to reduce NF-associated mortality, we have developed an evidence-based streamlining protocol for use in paediatric emergency departments.

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)0.002
metaresearch head score (Gemma)0.013
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: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.012
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.013
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0110.015
Science and technology studies0.0010.001
Scholarly communication0.0020.003
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 head0.035
GPT teacher head0.328
Teacher spread0.293 · 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
GenreReview

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

Citations0
Published2015
Admission routes1
Has abstractyes

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