A validated clinical model to predict the need for admission and length of stay in children with acute bronchiolitis
OBJECTIVE:To develop and validate a logistic regression model to predict need for admission and length of hospital stay in children presenting to the Emergency Department with bronchiolitis. SETTING:Two childrenʼs hospitals in Dublin, Ireland. METHODS:We reviewed 118 episodes of bronchiolitis in 99...
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Veröffentlicht in: | European journal of emergency medicine 2004-10, Vol.11 (5), p.265-272 |
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creator | Walsh, Paul Rothenberg, Stephen J OʼDoherty, Sinead Hoey, Hilary Healy, Roisin |
description | OBJECTIVE:To develop and validate a logistic regression model to predict need for admission and length of hospital stay in children presenting to the Emergency Department with bronchiolitis.
SETTING:Two childrenʼs hospitals in Dublin, Ireland.
METHODS:We reviewed 118 episodes of bronchiolitis in 99 children admitted from the Emergency Department. Those discharged within 24 h by a consultant/attending paediatrician were retrospectively categorized as suitable for discharge. We then validated the model using a cohort of 182 affected infants from another paediatric Emergency Department in a bronchiolitis season 2 years later. In the validation phase actual admission, failed discharge, and age less than 2 months defined the need for admission.
RESULTS:The model predicted admission with 91% sensitivity and 83% specificity in the validation cohort. Age [odds ratio (OR) 0.86, 95% confidence interval (CI) 0.76–0.97], dehydration (OR 2.54, 95% CI 1.34–4.82), increased work of breathing (OR 3.39, 95% CI 1.29–8.92) and initial heart rate above the 97th centile (OR 3.78, 95% CI 1.05–13.57) predicted the need for admission and a longer hospital stay.
CONCLUSION:We derived and validated a severity of illness model for bronchiolitis. This can be used for outcome prediction in decision support tools or severity of illness stratification in research/audit. |
doi_str_mv | 10.1097/00063110-200410000-00005 |
format | Article |
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SETTING:Two childrenʼs hospitals in Dublin, Ireland.
METHODS:We reviewed 118 episodes of bronchiolitis in 99 children admitted from the Emergency Department. Those discharged within 24 h by a consultant/attending paediatrician were retrospectively categorized as suitable for discharge. We then validated the model using a cohort of 182 affected infants from another paediatric Emergency Department in a bronchiolitis season 2 years later. In the validation phase actual admission, failed discharge, and age less than 2 months defined the need for admission.
RESULTS:The model predicted admission with 91% sensitivity and 83% specificity in the validation cohort. Age [odds ratio (OR) 0.86, 95% confidence interval (CI) 0.76–0.97], dehydration (OR 2.54, 95% CI 1.34–4.82), increased work of breathing (OR 3.39, 95% CI 1.29–8.92) and initial heart rate above the 97th centile (OR 3.78, 95% CI 1.05–13.57) predicted the need for admission and a longer hospital stay.
CONCLUSION:We derived and validated a severity of illness model for bronchiolitis. This can be used for outcome prediction in decision support tools or severity of illness stratification in research/audit.</description><identifier>ISSN: 0969-9546</identifier><identifier>EISSN: 1473-5695</identifier><identifier>DOI: 10.1097/00063110-200410000-00005</identifier><identifier>PMID: 15359199</identifier><language>eng</language><publisher>England: Lippincott Williams & Wilkins, Inc</publisher><subject>Acute Disease ; Adolescent ; Age Distribution ; Bronchiolitis - diagnosis ; Bronchiolitis - epidemiology ; Bronchiolitis - therapy ; Child ; Child, Hospitalized - statistics & numerical data ; Child, Preschool ; Emergency Service, Hospital ; Female ; Humans ; Incidence ; Infant ; Ireland - epidemiology ; Length of Stay - statistics & numerical data ; Logistic Models ; Male ; Needs Assessment ; Patient Admission - statistics & numerical data ; Predictive Value of Tests ; Prognosis ; Retrospective Studies ; Risk Assessment ; Severity of Illness Index ; Sex Distribution</subject><ispartof>European journal of emergency medicine, 2004-10, Vol.11 (5), p.265-272</ispartof><rights>2004 Lippincott Williams & Wilkins, Inc.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3585-8116131aabffa77a030174d8800b9b1ba35e65bd49df23d0e958e9dd9c1cf7e53</citedby><cites>FETCH-LOGICAL-c3585-8116131aabffa77a030174d8800b9b1ba35e65bd49df23d0e958e9dd9c1cf7e53</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/15359199$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Walsh, Paul</creatorcontrib><creatorcontrib>Rothenberg, Stephen J</creatorcontrib><creatorcontrib>OʼDoherty, Sinead</creatorcontrib><creatorcontrib>Hoey, Hilary</creatorcontrib><creatorcontrib>Healy, Roisin</creatorcontrib><title>A validated clinical model to predict the need for admission and length of stay in children with acute bronchiolitis</title><title>European journal of emergency medicine</title><addtitle>Eur J Emerg Med</addtitle><description>OBJECTIVE:To develop and validate a logistic regression model to predict need for admission and length of hospital stay in children presenting to the Emergency Department with bronchiolitis.
SETTING:Two childrenʼs hospitals in Dublin, Ireland.
METHODS:We reviewed 118 episodes of bronchiolitis in 99 children admitted from the Emergency Department. Those discharged within 24 h by a consultant/attending paediatrician were retrospectively categorized as suitable for discharge. We then validated the model using a cohort of 182 affected infants from another paediatric Emergency Department in a bronchiolitis season 2 years later. In the validation phase actual admission, failed discharge, and age less than 2 months defined the need for admission.
RESULTS:The model predicted admission with 91% sensitivity and 83% specificity in the validation cohort. Age [odds ratio (OR) 0.86, 95% confidence interval (CI) 0.76–0.97], dehydration (OR 2.54, 95% CI 1.34–4.82), increased work of breathing (OR 3.39, 95% CI 1.29–8.92) and initial heart rate above the 97th centile (OR 3.78, 95% CI 1.05–13.57) predicted the need for admission and a longer hospital stay.
CONCLUSION:We derived and validated a severity of illness model for bronchiolitis. This can be used for outcome prediction in decision support tools or severity of illness stratification in research/audit.</description><subject>Acute Disease</subject><subject>Adolescent</subject><subject>Age Distribution</subject><subject>Bronchiolitis - diagnosis</subject><subject>Bronchiolitis - epidemiology</subject><subject>Bronchiolitis - therapy</subject><subject>Child</subject><subject>Child, Hospitalized - statistics & numerical data</subject><subject>Child, Preschool</subject><subject>Emergency Service, Hospital</subject><subject>Female</subject><subject>Humans</subject><subject>Incidence</subject><subject>Infant</subject><subject>Ireland - epidemiology</subject><subject>Length of Stay - statistics & numerical data</subject><subject>Logistic Models</subject><subject>Male</subject><subject>Needs Assessment</subject><subject>Patient Admission - statistics & numerical data</subject><subject>Predictive Value of Tests</subject><subject>Prognosis</subject><subject>Retrospective Studies</subject><subject>Risk Assessment</subject><subject>Severity of Illness Index</subject><subject>Sex Distribution</subject><issn>0969-9546</issn><issn>1473-5695</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2004</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp1kU2PFCEQQInRuLOrf8HUyVtrsTTdzXGz8SvZZC96JjRU2ygDI9BO9t_LOqOevBSp4lUVeTAGHN9wVONbRBwE59hdI_a8Zdg9BvmE7Xg_ik4OSj5lO1SD6pTshwt2Wcq3RkxyEs_ZBZdCKq7UjtUb-GmCd6aSAxt89NYE2CdHAWqCQybnbYW6EkRqyJIyGLf3pfgUwUQHgeLXukJaoFTzAD6CXX1wmSIcfbswdqsEc06x1VPw1ZcX7NliQqGX5_OKfXn_7vPtx-7u_sOn25u7zgo5yW7ifOCCGzMvixlHgwL52LtpQpzVzGcjJA1ydr1yy7VwSEpOpJxTlttlJCmu2OvT3ENOPzYqVbeHWwrBREpb0cPQfCiFDZxOoM2plEyLPmS_N_lBc9SPxvUf4_qvcf3beGt9dd6xzXty_xrPihvQn4BjCpVy-R62I2W9kgl11f_7SfEL_6WMlg</recordid><startdate>200410</startdate><enddate>200410</enddate><creator>Walsh, Paul</creator><creator>Rothenberg, Stephen J</creator><creator>OʼDoherty, Sinead</creator><creator>Hoey, Hilary</creator><creator>Healy, Roisin</creator><general>Lippincott Williams & Wilkins, Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>200410</creationdate><title>A validated clinical model to predict the need for admission and length of stay in children with acute bronchiolitis</title><author>Walsh, Paul ; Rothenberg, Stephen J ; OʼDoherty, Sinead ; Hoey, Hilary ; Healy, Roisin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3585-8116131aabffa77a030174d8800b9b1ba35e65bd49df23d0e958e9dd9c1cf7e53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2004</creationdate><topic>Acute Disease</topic><topic>Adolescent</topic><topic>Age Distribution</topic><topic>Bronchiolitis - diagnosis</topic><topic>Bronchiolitis - epidemiology</topic><topic>Bronchiolitis - therapy</topic><topic>Child</topic><topic>Child, Hospitalized - statistics & numerical data</topic><topic>Child, Preschool</topic><topic>Emergency Service, Hospital</topic><topic>Female</topic><topic>Humans</topic><topic>Incidence</topic><topic>Infant</topic><topic>Ireland - epidemiology</topic><topic>Length of Stay - statistics & numerical data</topic><topic>Logistic Models</topic><topic>Male</topic><topic>Needs Assessment</topic><topic>Patient Admission - statistics & numerical data</topic><topic>Predictive Value of Tests</topic><topic>Prognosis</topic><topic>Retrospective Studies</topic><topic>Risk Assessment</topic><topic>Severity of Illness Index</topic><topic>Sex Distribution</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Walsh, Paul</creatorcontrib><creatorcontrib>Rothenberg, Stephen J</creatorcontrib><creatorcontrib>OʼDoherty, Sinead</creatorcontrib><creatorcontrib>Hoey, Hilary</creatorcontrib><creatorcontrib>Healy, Roisin</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>European journal of emergency medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Walsh, Paul</au><au>Rothenberg, Stephen J</au><au>OʼDoherty, Sinead</au><au>Hoey, Hilary</au><au>Healy, Roisin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A validated clinical model to predict the need for admission and length of stay in children with acute bronchiolitis</atitle><jtitle>European journal of emergency medicine</jtitle><addtitle>Eur J Emerg Med</addtitle><date>2004-10</date><risdate>2004</risdate><volume>11</volume><issue>5</issue><spage>265</spage><epage>272</epage><pages>265-272</pages><issn>0969-9546</issn><eissn>1473-5695</eissn><abstract>OBJECTIVE:To develop and validate a logistic regression model to predict need for admission and length of hospital stay in children presenting to the Emergency Department with bronchiolitis.
SETTING:Two childrenʼs hospitals in Dublin, Ireland.
METHODS:We reviewed 118 episodes of bronchiolitis in 99 children admitted from the Emergency Department. Those discharged within 24 h by a consultant/attending paediatrician were retrospectively categorized as suitable for discharge. We then validated the model using a cohort of 182 affected infants from another paediatric Emergency Department in a bronchiolitis season 2 years later. In the validation phase actual admission, failed discharge, and age less than 2 months defined the need for admission.
RESULTS:The model predicted admission with 91% sensitivity and 83% specificity in the validation cohort. Age [odds ratio (OR) 0.86, 95% confidence interval (CI) 0.76–0.97], dehydration (OR 2.54, 95% CI 1.34–4.82), increased work of breathing (OR 3.39, 95% CI 1.29–8.92) and initial heart rate above the 97th centile (OR 3.78, 95% CI 1.05–13.57) predicted the need for admission and a longer hospital stay.
CONCLUSION:We derived and validated a severity of illness model for bronchiolitis. This can be used for outcome prediction in decision support tools or severity of illness stratification in research/audit.</abstract><cop>England</cop><pub>Lippincott Williams & Wilkins, Inc</pub><pmid>15359199</pmid><doi>10.1097/00063110-200410000-00005</doi><tpages>8</tpages></addata></record> |
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subjects | Acute Disease Adolescent Age Distribution Bronchiolitis - diagnosis Bronchiolitis - epidemiology Bronchiolitis - therapy Child Child, Hospitalized - statistics & numerical data Child, Preschool Emergency Service, Hospital Female Humans Incidence Infant Ireland - epidemiology Length of Stay - statistics & numerical data Logistic Models Male Needs Assessment Patient Admission - statistics & numerical data Predictive Value of Tests Prognosis Retrospective Studies Risk Assessment Severity of Illness Index Sex Distribution |
title | A validated clinical model to predict the need for admission and length of stay in children with acute bronchiolitis |
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