MétaCan
Menu
Back to cohort
Record W2803618202 · doi:10.1093/pch/pxy126

Emergency department and inpatient clinical decision tools for the management of febrile young infants among tertiary paediatric centres across Canada

2018· article· en· W2803618202 on OpenAlexafffundabout
Brett Burstein, Jocelyn Gravel, Paul L. Aronson, Mark I. Neuman

Bibliographic record

VenuePaediatrics & Child Health · 2018
Typearticle
Languageen
FieldMedicine
TopicPediatric Urology and Nephrology Studies
Canadian institutionsCentre Hospitalier Universitaire Sainte-JustineUniversité de MontréalMcGill University Health CentreMontreal Children's Hospital
FundersNational Center for Advancing Translational SciencesNational Institutes of HealthMcGill University Health CentreMcGill University
KeywordsMedicineEmergency departmentEmergency medicinePediatricsPsychiatry

Abstract

fetched live from OpenAlex

OBJECTIVES: With no nationally-endorsed guidelines and the emergence of newer diagnostic tools, there exists significant variation in the management of febrile infants <90 days. We sought to evaluate the prevalence and content of clinical decision tools (CDTs) for the emergency department (ED) and inpatient management of febrile young infants across Canada. METHODS: We undertook a cross-sectional analysis of febrile young infant CDTs from ED and inpatient units at all 16 Canadian tertiary paediatric hospitals. Additional data were collected using an electronic survey of ED and inpatient representatives, characterizing their clinical settings and diagnostic test availability. Content of all existent CDTs was independently reviewed using list items determined a priori. The primary outcome was the proportion of EDs and inpatient units with CDTs. RESULTS: Information regarding CDTs was gathered from all 16 EDs and 16 inpatient units. CDTs were infrequently available (9/32, 28%), and were more common in the ED than inpatient setting (8/16 versus 1/16, P=0.02). Review of existing CDTs revealed inter-centre differences for inclusion ages, treatment regimens, lumbar puncture recommendations, diagnostic testing and normal laboratory values. Despite availability reported at nearly all centres, C-reactive protein and respiratory virus testing were recommended in 3/9 and 5/9 CDTs, respectively. Procalcitonin testing was available at only 2/16 (13%) centres, and not incorporated into any CDTs. CONCLUSIONS: CDTs for the management of febrile young infants are infrequently available among Canadian tertiary paediatric centres, and rarely incorporate newer diagnostic tests. Heterogeneity among existent CDTs highlights the need for evidence-based unified ED and inpatient national guidelines.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.019
GPT teacher head0.328
Teacher spread0.309 · 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 teacher head, 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

Citations22
Published2018
Admission routes3
Has abstractyes

Explore more

Same venuePaediatrics & Child HealthSame topicPediatric Urology and Nephrology StudiesFrench-language works237,207