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Record W2163795398 · doi:10.1542/peds.2010-2214

Prospective Assessment of Practice Pattern Variations in the Treatment of Pediatric Gastroenteritis

2011· article· en· W2163795398 on OpenAlexaffabout
Stephen B. Freedman, Serge Gouin, Maala Bhatt, Karen Black, David W. Johnson, Chantal Guímont, Gary Joubert, Robert Porter, Quynh Doan, Richard van Wylick, Suzanne Schuh, Eshetu G. Atenafu, Mohamed Eltorky, Dennis Cho, Amy C. Plint

Bibliographic record

VenuePEDIATRICS · 2011
Typearticle
Languageen
FieldMedicine
TopicViral gastroenteritis research and epidemiology
Canadian institutionsSickKids FoundationHotel Dieu HospitalQueen's UniversityBC Children's HospitalUniversity of British ColumbiaMemorial University of NewfoundlandUniversity of TorontoMontreal Children's HospitalWestern UniversityIzaak Walton Killam Health CentreAlberta Children's HospitalUniversity of CalgaryUniversity of OttawaInstitute for Clinical Evaluative SciencesMcGill UniversityCentre hospitalier universitaire de QuébecDalhousie UniversityCentre Hospitalier Universitaire Sainte-JustineChildren's Hospital of Western OntarioHospital for Sick Children
Fundersnot available
KeywordsMedicineEmergency departmentConfidence intervalOndansetronTriageProspective cohort studyAcute gastroenteritisPediatricsOdds ratioEmergency medicineCohortMedical recordCohort studyVomitingInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVES: We aimed to determine whether significant variations in the use of intravenous rehydration existed among institutions, controlling for clinical variables, and to assess variations in the use of ancillary therapeutic and diagnostic modalities. METHODS: We conducted a prospective cohort study of children 3 to 48 months of age who presented to 11 emergency departments with acute gastroenteritis, using surveys, medical record reviews, and telephone follow-up evaluations. RESULTS: A total of 647 eligible children were enrolled and underwent chart review; 69% (446 of 647 children) participated in the survey, and 89% of survey participants (398 of 446 children) had complete follow-up data. Twenty-three percent (149 of 647 children) received intravenous rehydration (range: 6%-66%; P < .001) and 13% (81 of 647 children) received ondansetron (range: 0%-38%; P < .001). Children who received intravenous rehydration had lower Canadian Triage Acuity Scale scores at presentation (3.1 ± 0.5 vs 3.5 ± 0.5; P < .0001). Regression analysis revealed that the greatest predictor of intravenous rehydration was institution location (odds ratio: 3.0 [95% confidence interval: 1.8-5.0]). Children who received intravenous rehydration at the index visit were more likely to have an unscheduled follow-up health care provider visit (29% vs 19%; P = .05) and to revisit an emergency department (20% vs 9%; P = .002). CONCLUSIONS: In this cohort, intravenous rehydration and ondansetron use varied dramatically. Use of intravenous rehydration at the index visit was significantly associated with the institution providing care and was not associated with a reduction in the need for follow-up care.

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)0.000
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 score0.005
Threshold uncertainty score0.302

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.049
GPT teacher head0.365
Teacher spread0.315 · 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

Citations60
Published2011
Admission routes2
Has abstractyes

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