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Record W2763080558 · doi:10.4081/ecj.2017.6343

The management of cellulitis and erysipelas at an academic emergency department: current practice versus the literature

2017· article· en· W2763080558 on OpenAlexaffabout
Jeffrey W. Martin, Ruth Wilson, Timothy Chaplin

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2017
Typearticle
Languageen
FieldMedicine
TopicStreptococcal Infections and Treatments
Canadian institutionsQueen's University
Fundersnot available
KeywordsErysipelasEmergency departmentCellulitisMedicineDermatologyCurrent (fluid)Emergency medicineNursingEngineering

Abstract

fetched live from OpenAlex

Cellulitis and erysipelas are common presentations to emergency departments and family physicians. Evidence-based guidelines for appropriate management of these infections exist in Canada, but inconsistent practices persist. Our objective was to determine the level of adherence to current evidence and guidelines by emergency physicians at the two hospitals in Kingston, Ontario, Canada. We identified all of the electronic medical records of patients who were seen at Kingston General Hospital or Hotel Dieu Hospital between January 1, 2015 and June 30, 2015 and given a diagnosis of cellulitis or erysipelas. We randomly selected 182 charts and conducted a retrospective chart review, manually collecting data for patient demographics, medical history, and medical management. Oral cephalexin alone was given to 44% of our sample, and it was the most common form of therapy for uncomplicated cellulitis. 36% of patients given any antibiotics at all received at least one dose of parenteral antibiotics, despite only 6.7% of these patients showing systemic signs of illness. 88% of those receiving parenteral antibiotics received ceftriaxone, a broad-spectrum, third generation cephalosporin. We found wide variation in antibiotic selection and route of administration for patients presenting to the emergency department with cellulitis or erysipelas. Overuse of antibiotics is common, and we believe the use of parenteral antibiotics may have been unnecessary for some patients in our sample. Emergency physicians should align their management plans more closely with the current guidelines to improve practice and reduce unnecessary administration of broad-spectrum parenteral antibiotics.

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)0.006
metaresearch head score (Gemma)0.037
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 score0.148
Threshold uncertainty score0.294

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.037
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.006
Science and technology studies0.0010.002
Scholarly communication0.0030.002
Open science0.0020.001
Research integrity0.0010.001
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 head0.265
GPT teacher head0.597
Teacher spread0.332 · 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
Published2017
Admission routes2
Has abstractyes

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