Evidence map›Paper›PMID 42604758›Full record

ArticleHospital pediatrics2026

Agreement and Performance of Intermittent and Continuous Vital Signs in Critically Ill Children.

Colleen M Badke, L Nelson Sanchez-Pinto

Abstract read
In one paragraph

Article in Hospital pediatrics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

2 authors.

Colleen M BadkeDivision of Critical Care Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois.
L Nelson Sanchez-PintoDivision of Critical Care Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois.

Funding

Clinical Decision Support for Early Detection of Deterioration in Hospitalized ChildrenR01HL173037 · NHLBI · UNIVERSITY OF WISCONSIN-MADISON · PI Anoop Mayampurath · 2024 to 2026
$1.5M
Predicting Clinical Deterioration in Mechanically Ventilated Children using High-Frequency Physiologic DataK23HD113816 · NICHD · LURIE CHILDREN'S HOSPITAL OF CHICAGO · PI Colleen M Badke · 2024 to 2026
$489k
NHLBI NIH HHS R01 HL173037NICHD NIH HHS K23 HD113816
6 · The paper itself

Abstract

backgroundIntermittent vital sign (VS) documentation is the standard of care in pediatric wards and pediatric intensive care units (PICUs). However, intermittent capture of VS values may miss important trajectories and extreme values, particularly for patients at risk of organ dysfunction.

objectiveDetermine the agreement between intermittently charted and high-frequency (continuous) bedside monitor VS measurements, as well as the performance of the 2 types of VS measurements to predict cardiorespiratory dysfunction.

methodsThis was a single-center, retrospective study of children admitted to the PICU. We examined agreement by comparing the range of high-frequency VS measurements with the corresponding intermittently charted VS measurements. To assess the performance for predicting cardiorespiratory dysfunction, both sets of VS measurements were summarized as the worst values at an hourly level. The dataset was temporally divided into training and test sets, and XGBoost models were trained using either the intermittent or high-frequency values. The area under the receiver operating characteristic (AUROC) curve of both models was compared using the DeLong methods.

resultsThere were 12 189 PICU encounters, with over 1.5 million paired VS observations. Agreement varied based on the VS, with 21% to 33% of all intermittently charted VS measurements out of range from the high-frequency VS measurements. Cardiorespiratory dysfunction occurred in 36.4% of encounters. High-frequency VS measurements had a small but significantly higher performance at predicting cardiorespiratory dysfunction compared with intermittently charted VS measurements (AUROC, 0.64 vs 0.63; P < .001).

conclusionsAbout 20% to 30% of intermittently charted VS measurements do not fall into the expected high-frequency, bedside monitor range. High-frequency VS measurements are weakly but significantly better than intermittently charted VS measurements in predicting cardiorespiratory dysfunction.

Indexed as

Critical IllnessVital SignsChildChild, PreschoolFemaleHumansInfantIntensive Care Units, PediatricMaleMonitoring, PhysiologicRetrospective Studies

Identifiers

PMID42604758
PMCPMC13521605

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.