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Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study.

Authors :
Araya Satdhabudha
Chanapai Chaiyakulsil
Rattapon Uppala
Watit Niyomkarn
Prakarn Tovichien
Vasinee Norasettekul
Kanokpan Ruangnapa
Chutima Smathakanee
Bararee Choursamran
Aunya Kulbun
Rasintra Jaroenying
Harutai Kamalaporn
Tidarat Sriboonyong
Koonkoaw Roekworachai
Kanokkarn Sunkonkit
Auchara Tangsathapornpong
Pornumpa Bunjoungmanee
Wanida Pao-In
Patcharapa Thaweekul
Pichaya Tantiyavarong
Thanyarat Ratanavongkosol
Chutima Thongnual
Paskorn Sritipsukho
Jitladda Deerojanawong
Source :
PLoS ONE, Vol 17, Iss 8, p e0273842 (2022)
Publication Year :
2022
Publisher :
Public Library of Science (PLoS), 2022.

Abstract

BackgroundDue to the possibility of asymptomatic pneumonia in children with COVID-19 leading to overexposure to radiation and problems in limited-resource settings, we conducted a nationwide, multi-center study to determine the risk factors of pneumonia in children with COVID-19 in order to create a pediatric pneumonia predictive score, with score validation.MethodsThis was a retrospective cohort study done by chart review of all children aged 0-15 years admitted to 13 medical centers across Thailand during the study period. Univariate and multivariate analyses as well as backward and forward stepwise logistic regression were used to generate a final prediction model of the pneumonia score. Data during the pre-Delta era was used to create a prediction model whilst data from the Delta one was used as a validation cohort.ResultsThe score development cohort consisted of 1,076 patients in the pre-Delta era, and the validation cohort included 2,856 patients in the Delta one. Four predictors remained after backward and forward stepwise logistic regression: age < 5 years, number of comorbidities, fever, and dyspnea symptoms. The predictive ability of the novel pneumonia score was acceptable with the area under the receiver operating characteristics curve of 0.677 and a well-calibrated goodness-of-fit test (p = 0.098). The positive likelihood ratio for pneumonia was 0.544 (95% confidence interval (CI): 0.491-0.602) in the low-risk category, 1.563 (95% CI: 1.454-1.679) in the moderate, and 4.339 (95% CI: 2.527-7.449) in the high-risk.ConclusionThis study created an acceptable clinical prediction model which can aid clinicians in performing an appropriate triage for children with COVID-19.

Subjects

Subjects :
Medicine
Science

Details

Language :
English
ISSN :
19326203
Volume :
17
Issue :
8
Database :
Directory of Open Access Journals
Journal :
PLoS ONE
Publication Type :
Academic Journal
Accession number :
edsdoj.3576c33a605a47caa00f39ab239d26a8
Document Type :
article
Full Text :
https://doi.org/10.1371/journal.pone.0273842