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Mujahid M, Rustam F, Chakrabarti P, Mallampati B, de la Torre Diez I, Gali P, Chunduri V, Ashraf I. Pneumonia detection on chest X-rays from Xception-based transfer learning and logistic regression. Technol Health Care 2024; 32:3847-3870. [PMID: 39520166 DOI: 10.3233/thc-230313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2024]
Abstract
Pneumonia is a dangerous disease that kills millions of children and elderly patients worldwide every year. The detection of pneumonia from a chest x-ray is perpetrated by expert radiologists. The chest x-ray is cheaper and is most often used to diagnose pneumonia. However, chest x-ray-based diagnosis requires expert radiologists which is time-consuming and laborious. Moreover, COVID-19 and pneumonia have similar symptoms which leads to false positives. Machine learning-based solutions have been proposed for the automatic prediction of pneumonia from chest X-rays, however, such approaches lack robustness and high accuracy due to data imbalance and generalization errors. This study focuses on elevating the performance of machine learning models by dealing with data imbalanced problems using data augmentation. Contrary to traditional machine learning models that required hand-crafted features, this study uses transfer learning for automatic feature extraction using Xception and VGG-16 to train classifiers like support vector machine, logistic regression, K nearest neighbor, stochastic gradient descent, extra tree classifier, and gradient boosting machine. Experiments involve the use of hand-crafted features, as well as, transfer learning-based feature extraction for pneumonia detection. Performance comparison using Xception and VGG-16 features suggest that transfer learning-based features tend to show better performance than hand-crafted features and an accuracy of 99.23% can be obtained for pneumonia using chest X-rays.
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Affiliation(s)
- Muhammad Mujahid
- Artificial Intelligence & Data Analytics Lab, CCIS, Prince Sultan University, Riyadh 11586, Saudi Arabia
| | - Furqan Rustam
- School of Systems and Technology, University of Management and Technology, Lahore, Pakistan
| | | | | | - Isabel de la Torre Diez
- Department of Signal Theory and Communications and Telematic Engineering, Unviersity of Valladolid, Paseo de Belén, Spain
| | - Pradeep Gali
- University of North Texas, North Texas, Denton, TX, USA
| | | | - Imran Ashraf
- Department of Information and Communication Engineering, Yeungnam University, Gyeongsan-si, Korea
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2
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Domínguez-Rodríguez S, Liz-López H, Panizo-LLedot A, Ballesteros Á, Dagan R, Greenberg D, Gutiérrez L, Rojo P, Otheo E, Galán JC, Villanueva S, García S, Mosquera P, Tagarro A, Moraleda C, Camacho D. Testing the performance, adequacy, and applicability of an artificial intelligence model for pediatric pneumonia diagnosis. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2023; 242:107765. [PMID: 37704545 DOI: 10.1016/j.cmpb.2023.107765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 07/07/2023] [Accepted: 08/13/2023] [Indexed: 09/15/2023]
Abstract
BACKGROUND Community-acquired Pneumonia (CAP) is a common childhood infectious disease. Deep learning models show promise in X-ray interpretation and diagnosis, but their validation should be extended due to limitations in the current validation workflow. To extend the standard validation workflow we propose doing a pilot test with the next characteristics. First, the assumption of perfect ground truth (100% sensitive and specific) is unrealistic, as high intra and inter-observer variability have been reported. To address this, we propose using Bayesian latent class models (BLCA) to estimate accuracy during the pilot. Additionally, assessing only the performance of a model without considering its applicability and acceptance by physicians is insufficient if we hope to integrate AI systems into day-to-day clinical practice. Therefore, we propose employing explainable artificial intelligence (XAI) methods during the pilot test to involve physicians and evaluate how well a Deep Learning model is accepted and how helpful it is for routine decisions as well as analyze its limitations by assessing the etiology. This study aims to apply the proposed pilot to test a deep Convolutional Neural Network (CNN)-based model for identifying consolidation in pediatric chest-X-ray (CXR) images already validated using the standard workflow. METHODS For the standard validation workflow, a total of 5856 public CXRs and 950 private CXRs were used to train and validate the performance of the CNN model. The performance of the model was estimated assuming a perfect ground truth. For the pilot test proposed in this article, a total of 190 pediatric chest-X-ray (CXRs) images were used to test the CNN model support decision tool (SDT). The performance of the model on the pilot test was estimated using extensions of the two-test Bayesian Latent-Class model (BLCA). The sensitivity, specificity, and accuracy of the model were also assessed. The clinical characteristics of the patients were compared according to the model performance. The adequacy and applicability of the SDT was tested using XAI techniques. The adequacy of the SDT was assessed by asking two senior physicians the agreement rate with the SDT. The applicability was tested by asking three medical residents before and after using the SDT and the agreement between experts was calculated using the kappa index. RESULTS The CRXs of the pilot test were labeled by the panel of experts into consolidation (124/176, 70.4%) and no-consolidation/other infiltrates (52/176, 29.5%). A total of 31/176 (17.6%) discrepancies were found between the model and the panel of experts with a kappa index of 0.6. The sensitivity and specificity reached a median of 90.9 (95% Credible Interval (CrI), 81.2-99.9) and 77.7 (95% CrI, 63.3-98.1), respectively. The senior physicians reported a high agreement rate (70%) with the system in identifying logical consolidation patterns. The three medical residents reached a higher agreement using SDT than alone with experts (0.66±0.1 vs. 0.75±0.2). CONCLUSIONS Through the pilot test, we have successfully verified that the deep learning model was underestimated when a perfect ground truth was considered. Furthermore, by conducting adequacy and applicability tests, we can ensure that the model is able to identify logical patterns within the CXRs and that augmenting clinicians with automated preliminary read assistants could accelerate their workflows and enhance accuracy in identifying consolidation in pediatric CXR images.
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Affiliation(s)
- Sara Domínguez-Rodríguez
- Pediatric Research and Clinical Trials Unit (UPIC). Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Fundación para la Investigación Biomédica del Hospital 12 de Octubre, Madrid, Spain
| | - Helena Liz-López
- Computer Systems Engineering Department, Universidad Politécnica de Madrid, Spain
| | - Angel Panizo-LLedot
- Computer Systems Engineering Department, Universidad Politécnica de Madrid, Spain.
| | - Álvaro Ballesteros
- Pediatric Research and Clinical Trials Unit (UPIC). Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Fundación para la Investigación Biomédica del Hospital 12 de Octubre, Madrid, Spain
| | - Ron Dagan
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - David Greenberg
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; Soroka University Medical Center, Beer-Sheva, Israel
| | - Lourdes Gutiérrez
- Pediatric Research and Clinical Trials Unit (UPIC). Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Fundación para la Investigación Biomédica del Hospital 12 de Octubre, Madrid, Spain
| | - Pablo Rojo
- Pediatric Research and Clinical Trials Unit (UPIC). Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Fundación para la Investigación Biomédica del Hospital 12 de Octubre, Madrid, Spain; Pediatric Infectious Diseases Unit. Department of Pediatrics, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Enrique Otheo
- Hospital Universitario Ramón y Cajal. Pediatrics Department, Madrid, Spain
| | - Juan Carlos Galán
- Hospital Universitario Ramón y Cajal, Microbiology Department, Madrid, Spain
| | - Sara Villanueva
- Pediatric Infectious Diseases Unit. Department of Pediatrics, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Sonsoles García
- Pediatric Infectious Diseases Unit. Department of Pediatrics, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Pablo Mosquera
- Pediatric Infectious Diseases Unit. Department of Pediatrics, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Alfredo Tagarro
- Pediatric Research and Clinical Trials Unit (UPIC). Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Fundación para la Investigación Biomédica del Hospital 12 de Octubre, Madrid, Spain; Fundación para la Investigación e Innovación Biomédica del Hospital Universitario Infanta Sofía y Hospital Universitario del Henares. Madrid, Spain; Pediatrics Research Group. Universidad Europea de Madrid. Pediatrics, Madrid, Spain
| | - Cinta Moraleda
- Pediatric Research and Clinical Trials Unit (UPIC). Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Fundación para la Investigación Biomédica del Hospital 12 de Octubre, Madrid, Spain; Pediatric Infectious Diseases Unit. Department of Pediatrics, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - David Camacho
- Computer Systems Engineering Department, Universidad Politécnica de Madrid, Spain
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Geanacopoulos AT, Lipsett SC, Hirsch AW, Monuteaux MC, Neuman MI. Impact of Viral Radiographic Features on Antibiotic Treatment for Pediatric Pneumonia. J Pediatric Infect Dis Soc 2022; 11:207-213. [PMID: 35020928 DOI: 10.1093/jpids/piab132] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 12/14/2021] [Indexed: 11/12/2022]
Abstract
BACKGROUND/OBJECTIVES Chest radiograph (CXR) is routinely performed among children with suspected pneumonia, though it is not clear how specific radiographic findings impact antibiotic treatment for pneumonia. We evaluated the impact of viral radiographic features on antibiotic treatment among children undergoing pneumonia evaluation in the emergency department (ED). METHODS Children presenting to a pediatric ED who underwent a CXR for pneumonia evaluation were prospectively enrolled. Prior to CXR performance, physicians indicated their level of suspicion for pneumonia. The CXR report was reviewed to assess for the presence of viral features (peribronchial cuffing, perihilar markings, and interstitial infiltrate) as well as radiographic features suggestive of pneumonia (consolidation, infiltrate, and opacity). The relationship between viral radiographic features and antibiotic treatment was assessed based on the level of clinical suspicion for pneumonia prior to CXR. RESULTS Patients with normal CXRs (n = 400) and viral features alone (n = 370) were managed similarly, with 8.0% and 8.6% of patients receiving antibiotic treatment, respectively (P = .75). Compared with children with radiographic pneumonia (n = 174), patients with concurrent viral features and radiographic pneumonia (n = 177) were treated with antibiotics less frequently (86.2% vs 54.3%, P < .001). Among children with isolated viral features on CXR, antibiotic treatment rates were correlated with pre-CXR level of suspicion for pneumonia. CONCLUSIONS Among children with suspected pneumonia, the presence of viral features alone on CXR is not associated with increased rates of antibiotic use. Among children with radiographic pneumonia, the addition of viral features on CXR is associated with lower rates of antibiotic use, as compared to children with radiographic pneumonia alone.
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Affiliation(s)
- Alexandra T Geanacopoulos
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts, USA.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.,Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Susan C Lipsett
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts, USA.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.,Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Alexander W Hirsch
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts, USA.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.,Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Michael C Monuteaux
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts, USA.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.,Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Mark I Neuman
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts, USA.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.,Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts, USA
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Lipshaw MJ, Florin TA, Krueger S, Belsky MA, Epperson T, Crotty EJ, Lipscomb J, Jacobs J, Rattan MS, Ruddy RM, Shah SS, Ambroggio L. Factors Associated With Antibiotic Prescribing and Outcomes for Pediatric Pneumonia in the Emergency Department. Pediatr Emerg Care 2021; 37:e1033-e1038. [PMID: 31290801 PMCID: PMC6946906 DOI: 10.1097/pec.0000000000001892] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
OBJECTIVES Chest radiographs (CXRs) are often performed in children with respiratory illness to inform the decision to prescribe antibiotics. Our objective was to determine the factors associated with clinicians' plans to treat with antibiotics prior to knowledge of CXR results and the associations between preradiograph plans with antibiotic prescription and return to medical care. METHODS Previously healthy children aged 3 months to 18 years with a CXR for suspected pneumonia were enrolled in a prospective cohort study in the emergency department. Our primary outcomes were antibiotic prescription or administration in the emergency department and medical care sought within 7 to 15 days after discharge. Inverse probability treatment weighting was used to limit bias due to treatment selection. Inverse probability treatment weighting was included in a logistic regression model estimating the association between the intention to give antibiotics and outcomes. RESULTS Providers planned to prescribe antibiotics prior to CXR in 68 children (34.9%). There was no difference in the presence of radiographic pneumonia between those with and without a plan for antibiotics. Children who had a plan for antibiotics were more likely to receive antibiotics than those without (odds ratio [OR], 6.39; 95% confidence interval [CI], 3.7-11.0). This association was stronger than the association between radiographic pneumonia and antibiotic receipt (OR, 3.49; 95% CI, 1.98-6.14). Children prescribed antibiotics were more likely to seek care after discharge than children who were not (OR, 1.85; 95% CI, 1.13-3.05). CONCLUSIONS Intention to prescribe antibiotics based on clinical impression was the strongest predictor of antibiotic prescription in our study. Prescribing antibiotics may lead to subsequent medical care after controlling for radiographic pneumonia.
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Affiliation(s)
- Matthew J Lipshaw
- From the Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - Todd A Florin
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Division of Emergency Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL
| | - Sara Krueger
- Department of Pediatrics, University of Cincinnati College of Medicine
| | - Michael A Belsky
- Department of Pediatrics, University of Cincinnati College of Medicine
| | - Thomas Epperson
- Department of Pediatrics, University of Cincinnati College of Medicine
| | | | | | | | | | | | | | - Lilliam Ambroggio
- Sections of Emergency Medicine and Hospital Medicine, Children's Hospital Colorado, Department of Pediatrics, University of Colorado, Denver, CO
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McLaren SH, Mistry RD, Neuman MI, Florin TA, Dayan PS. Guideline Adherence in Diagnostic Testing and Treatment of Community-Acquired Pneumonia in Children. Pediatr Emerg Care 2021; 37:485-493. [PMID: 30829848 DOI: 10.1097/pec.0000000000001745] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES The objective of this study was to determine emergency department (ED) physician adherence with the 2011 Pediatric Infectious Diseases Society (PIDS) and Infectious Diseases Society of America (IDSA) guidelines for outpatient management of children with mild-to-moderate community-acquired pneumonia (CAP). METHODS A cross-sectional survey of physicians on the American Academy of Pediatrics Section on Emergency Medicine Survey listserv was conducted. We evaluated ED physicians' reported adherence with the PIDS/IDSA guidelines through presentation of 4 clinical vignettes representing mild-to-moderate CAP of presumed viral (preschool-aged child), bacterial (preschool and school-aged child), and atypical bacterial (school-aged child) etiology. RESULTS Of 120 respondents with analyzable data (31.4% response rate), use of chest radiograph (CXR) was nonadherent to the guidelines in greater than 50% of respondents for each of the 4 vignettes. Pediatric emergency medicine fellowship training was independently associated with increased CXR use in all vignettes, except for school-aged children with bacterial CAP. Guideline-recommended amoxicillin was selected to treat bacterial CAP by 91.7% of the respondents for preschool-aged children and by 75.8% for school-aged children. Macrolide monotherapy for atypical CAP was appropriately selected by 88.2% and was associated with obtaining a CXR (adjusted odds ratio, 3.9 [95% confidence interval, 1.4-11.1]). Guideline-adherent antibiotic use for all vignettes was independently associated with congruence between respondent's presumed diagnosis and the vignette's intended etiologic diagnosis. CONCLUSIONS Reported ED CXR use in the management of outpatient CAP was often nonadherent to the PIDS/IDSA guidelines. Most respondents were adherent to the guidelines in their use of antibiotics. Strategies to increase diagnostic test accuracy are needed to improve adherence and reduce variation in care.
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Affiliation(s)
- Son H McLaren
- From the Morgan Stanley Children's Hospital, College of Physicians and Surgeons, Columbia University, New York, NY
| | - Rakesh D Mistry
- Children's Hospital Colorado, School of Medicine, University of Colorado, Aurora, CO
| | - Mark I Neuman
- Boston Children's Hospital, Harvard Medical School, Boston, MA
| | - Todd A Florin
- Ann and Robert H Lurie Children's Hospital, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Peter S Dayan
- From the Morgan Stanley Children's Hospital, College of Physicians and Surgeons, Columbia University, New York, NY
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6
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Clinical characteristics of influenza with or without Streptococcus pneumoniae co-infection in children. J Formos Med Assoc 2021; 121:950-957. [PMID: 34332830 DOI: 10.1016/j.jfma.2021.07.012] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 04/27/2021] [Accepted: 07/07/2021] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND/PURPOSE Influenza is frequently complicated with bacterial co-infection. This study aimed to disclose the significance of Streptococcus pneumoniae co-infection in children with influenza. METHODS We retrospectively reviewed medical records of pediatric patients hospitalized for influenza with or without pneumococcal co-infection at the National Taiwan University Hospital from 2007 to 2019. Clinical characteristics and outcomes were compared between patients with and without S. pneumoniae co-infection. RESULTS There were 558 children hospitalized for influenza: 494 had influenza alone whereas 64 had S. pneumoniae co-infection. Patients with S. pneumoniae co-infection had older ages, lower SpO2, higher C-Reactive Protein (CRP), lower serum sodium, lower platelet counts, more chest radiograph findings of patch and consolidation on admission, longer hospitalization, more intensive care, longer intensive care unit (ICU) stay, more mechanical ventilation, more inotropes/vasopressors use, more surgical interventions including video-assisted thoracoscopic surgery (VATS) and extracorporeal membrane oxygenation (ECMO), and higher case-fatality rate. CONCLUSION Compared to influenza alone, patients with S. pneumoniae co-infection had more morbidities and mortalities. Pneumococcal co-infection is considered when influenza patients have lower SpO2, lower platelet counts, higher CRP, lower serum sodium, and more radiographic patches and consolidations on admission.
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7
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Geanacopoulos AT, Porter JJ, Monuteaux MC, Lipsett SC, Neuman MI. Trends in Chest Radiographs for Pneumonia in Emergency Departments. Pediatrics 2020; 145:peds.2019-2816. [PMID: 32079719 DOI: 10.1542/peds.2019-2816] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/07/2019] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND AND OBJECTIVES National guidelines recommend against routine use of chest radiography (CXR) for community-acquired pneumonia (CAP) diagnosis in the pediatric emergency department (ED). Given that CXR is often used to exclude the diagnosis of CAP, a reduction in CXR use may result in overdiagnosis of CAP. We sought to evaluate trends in CXR use and assess the association between CXR performance and CAP diagnosis among children discharged from pediatric EDs. METHODS Children 3 months to 18 years of age discharged from 30 US EDs with (1) CAP or (2) fever or respiratory illness between 2008 and 2018 were included. Temporal trends in CXR use and rates of CAP diagnoses among patients with fever or respiratory illness were assessed. Correlation between hospital-level CXR use and CAP diagnosis rates were evaluated by using Spearman's correlation weighted by hospital volume. RESULTS CXR usage decreased from 86.6% to 80.4% (P < .001) for patients with CAP and from 30.4% to 18.6% (P < .001) for children with fever or respiratory illness over the 10-year study period. CAP diagnosis rates also declined from 7.8% to 5.9% (P < .001). Hospital-level CXR use was correlated with pneumonia diagnosis rates (correlation coefficient 0.58; P < .001). CONCLUSIONS Over the past decade, there has been a decline in CXR use in the ED among children with pneumonia and respiratory illnesses, with a decrease in pneumonia diagnoses over the same time period. Future studies are needed to assess the role of CXR in the evaluation of children with possible pneumonia in the ED setting.
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Affiliation(s)
- Alexandra T Geanacopoulos
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts; and.,Department of Pediatrics, Harvard Medical School, Harvard University, Boston, Massachusetts
| | - John J Porter
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts; and.,Division of Emergency Medicine and
| | - Michael C Monuteaux
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts; and.,Department of Pediatrics, Harvard Medical School, Harvard University, Boston, Massachusetts.,Division of Emergency Medicine and
| | - Susan C Lipsett
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts; and.,Department of Pediatrics, Harvard Medical School, Harvard University, Boston, Massachusetts.,Division of Emergency Medicine and
| | - Mark I Neuman
- Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts; and .,Department of Pediatrics, Harvard Medical School, Harvard University, Boston, Massachusetts.,Division of Emergency Medicine and
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8
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Ambroggio L, Mangeot C, Murtagh Kurowski E, Graham C, Korn P, Strasser M, Cavallo C, Brady K, Campanella S, Clohessy C, Brinkman WB, Shah SS. Guideline Adoption for Community-Acquired Pneumonia in the Outpatient Setting. Pediatrics 2018; 142:peds.2018-0331. [PMID: 30254038 DOI: 10.1542/peds.2018-0331] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/02/2018] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND The Pediatric Infectious Diseases Society and Infectious Diseases Society of America national childhood community-acquired pneumonia (CAP) guideline encouraged the standard evaluation and treatment of children who were managed as outpatients. Our objectives were to (1) increase adherence to guideline-recommended diagnostics and antibiotic treatment of CAP at 5 pediatric primary care practices (PPCPs) by using quality-improvement methods and (2) evaluate the association between guideline adherence and unscheduled follow-up visits. METHODS Immunocompetent children >3 months of age with no complex chronic conditions and who were diagnosed with CAP were eligible for inclusion in this stepped-wedge study. Interventions were focused on education, knowledge of colleagues' prescribing practices, and feedback sessions. Statistical process control charts were used to assess changes in recommendations and antibiotic treatment. Unscheduled follow-up visits were compared across time by using generalized estimating equations that were clustered by PPCP. RESULTS CAP was diagnosed in 1906 children. Guideline recommended therapy and pulse oximetry use increased from a mean baseline of 24.9% to a mean of 68.0% and from 4.3% to 85.0%, respectively, over the study period. Among children >5 years of age, but not among those who were younger, the receipt of guideline recommended antibiotics, as compared with nonguideline therapy, was associated with the increased likelihood of unscheduled follow-up (adjusted odds ratio, 2.12; 95% confidence interval: 1.31-3.43). Chest radiographs and complete blood cell counts were rarely performed at baseline. CONCLUSIONS Recommendations for limited use of chest radiographs and complete blood cell counts and standardized antibiotic therapy in children is supported at PPCPs. However, the guideline may need to include macrolide monotherapy as appropriate antibiotic therapy for older children.
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Affiliation(s)
- Lilliam Ambroggio
- Divisions of Hospital Medicine, .,Biostatistics and Epidemiology.,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | | | - Eileen Murtagh Kurowski
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio.,Emergency Medicine
| | - Camille Graham
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio.,General and Community Pediatrics, and.,Mid City Pediatrics, Cincinnati, Ohio
| | | | | | | | | | | | | | - William B Brinkman
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio.,General and Community Pediatrics, and
| | - Samir S Shah
- Divisions of Hospital Medicine.,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio.,Infectious Diseases, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
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10
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Abstract
PURPOSE OF REVIEW This review covers the outpatient management of pediatric community-acquired pneumonia (CAP), discussing the changing microbiology of CAP since the introduction of the 13-valent pneumococcal conjugate vaccine in 2010, and providing an overview of national guideline recommendations for diagnostic evaluation and treatment. RECENT FINDINGS Rates of invasive pneumococcal disease and pneumococcal antibiotic resistance have plummeted since widespread 13-valent pneumococcal conjugate vaccine immunization. Viruses remain the most common cause of CAP in young children; children over age 5 years have increased rates of Mycoplasma pneumoniae. A recent national guideline offers recommendations for office-based diagnostic evaluation and treatment of pediatric CAP. SUMMARY This review offers a discussion of the above findings with practical recommendations for the office-based practitioner in the evaluation and treatment of an infant (>3 months) or child with suspected CAP.
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11
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Abstract
OBJECTIVE National guidelines discourage routine chest radiographs (CXRs) to confirm suspected pneumonia in children managed as outpatients. However, limiting CXRs may lead to antibiotic overuse. We examined the impact of CXRs and clinical suspicion on antibiotic treatment for children with suspected pneumonia. METHODS Children aged 3 months to 18 years undergoing CXR for suspected pneumonia in a pediatric emergency department were prospectively enrolled. Before CXR, physicians indicated their initial plan for antibiotics (yes or no) and clinical suspicion for radiographic pneumonia (<5%, 5-10%, 11-20%, 21-50%, 51-75%, >75%). Subjects had radiographic pneumonia if their CXRs demonstrated definite or possible findings of pneumonia. We compared antibiotic treatment according to pre-CXR antibiotic plan and suspicion for pneumonia and CXR results. RESULTS Among the 107 children with a plan for antibiotics before CXR, 72% ultimately received antibiotics compared with 19% of the 1503 children without a pre-CXR plan for antibiotics (P < 0.001). Among those patients with a pre-CXR plan for antibiotics, 96% of children with radiographic pneumonia were ultimately treated compared with 54% without radiographic pneumonia (P < 0.001). If antibiotics were not initially planned, 37% with radiographic pneumonia were treated compared with 8% without radiographic pneumonia (P < 0.001). The use of CXR was more likely to influence antibiotic prescribing patterns when the clinical suspicion of pneumonia was low (<20%). CONCLUSIONS Among children with high suspicion for pneumonia, CXRs infrequently altered the initial plan for antibiotics. However, when clinical suspicion for pneumonia was low, the use of CXR may reduce unnecessary antibiotic use.
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Naga O. Respiratory Disorders. PEDIATRIC BOARD STUDY GUIDE 2015. [PMCID: PMC7123262 DOI: 10.1007/978-3-319-10115-6_14] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
This chapter provides the reader with a concise outline of the topics required for general pediatric board examination, respiratory component. Basic diagnostic testing is reviewed. Common upper airway problems, lower airway issues, and parenchymal diseases are covered. Congenital malformations and common diseases of the lung are reviewed. The physiology of extrapulmonary problems is reviewed. Sleep disordered breathing and the evaluation of apneas and ALTE/SIDS are also discussed. Hints regarding physiology, clinical features, diagnostic testing, and management are present with references to national guidelines and resources.
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Affiliation(s)
- Osama Naga
- Department of Pediatrics, Paul L Foster School of Medicine, Texas Tech, University Health Sciences Center, El Paso, Texas USA
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13
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Neuman MI, Shah SS, Shapiro DJ, Hersh AL. Emergency department management of childhood pneumonia in the United States prior to publication of national guidelines. Acad Emerg Med 2013; 20:240-6. [PMID: 23517255 DOI: 10.1111/acem.12088] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2012] [Revised: 09/18/2012] [Accepted: 09/19/2012] [Indexed: 12/12/2022]
Abstract
BACKGROUND Recent publication of national guidelines by the Pediatric Infectious Diseases Society (PIDS) and the Infectious Diseases Society of America (IDSA) provide recommendations around diagnostic testing and antibiotic treatment for children with community-acquired pneumonia (CAP). These guidelines emphasize limited use of chest radiograph (CXR) and complete blood count (CBC) and routinely performing viral testing and use of narrow-spectrum antibiotics. OBJECTIVES The objective was to estimate the rate of emergency department (ED) visits for pediatric CAP in the United States and to describe management of patients prior to publication of consensus national guidelines. METHODS Data were obtained from the National Hospital Ambulatory Medical Care Survey (NHAMCS) for ED visits from 2001 through 2009 for children with CAP. RESULTS During the study period there were an estimated 375,000 ED visits for CAP annually; 85% occurred within a general, rather than pediatric, ED. Overall, 20% of children with CAP were hospitalized. Among children discharged from EDs with CAP, CBC was performed during 30% of visits, CXR during 83%, and viral testing in only 13%. Twelve percent of children discharged from EDs with CAP had blood cultures obtained. No major differences were observed in the rates of laboratory testing or antibiotic administration between children treated in general versus pediatric EDs. During the study period, only 21% of children discharged from EDs with CAP received amoxicillin, the guideline-recommended antibiotic. CONCLUSIONS Most ED visits for CAP in the United States occur in general EDs. To encourage care that is consistent with national guidelines, efforts should be made to reduce the performance of certain diagnostic testing, such as CBC and CXR, among children discharged from EDs with CAP. Additionally, the use of narrow-spectrum antibiotics should be encouraged.
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Affiliation(s)
- Mark I. Neuman
- Division of Emergency Medicine; Boston Children's Hospital; Department of Pediatrics; Harvard Medical School; Boston MA
| | - Samir S. Shah
- Divisions of Infectious Diseases and Hospital Medicine; Cincinnati Children's Hospital Medical Center; Department of Pediatrics; University of Cincinnati College of Medicine; Cincinnati OH
| | - Daniel J. Shapiro
- Division of General Pediatrics; University of California; San Francisco CA
| | - Adam L. Hersh
- Division of Pediatric Infectious Diseases; University of Utah School of Medicine; Salt Lake City UT
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Neuman MI, Lee EY, Bixby S, Diperna S, Hellinger J, Markowitz R, Servaes S, Monuteaux MC, Shah SS. Variability in the interpretation of chest radiographs for the diagnosis of pneumonia in children. J Hosp Med 2012; 7:294-8. [PMID: 22009855 DOI: 10.1002/jhm.955] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2011] [Revised: 05/09/2011] [Accepted: 06/11/2011] [Indexed: 11/10/2022]
Abstract
BACKGROUND Although chest radiography is commonly used to establish the diagnosis of pneumonia in children, the reliability of radiographic findings among radiologists is not well described. OBJECTIVE We sought to evaluate the inter-rater and intra-rater reliability of radiographic features commonly described by radiologists in childhood pneumonia. METHODS Prospective case-based study. One hundred and ten radiographs of children evaluated in a pediatric emergency department for suspicion of pneumonia were interpreted by six radiologists at two academic children's hospitals. Radiologists were blinded to the clinical history. Reliability of standardized radiographic features was evaluated using the kappa statistic. RESULTS The radiographic finding of an alveolar infiltrate demonstrated substantial reliability among radiologists (κ = 0.69). The presence of 'any infiltrate' and pleural effusion demonstrated moderate reliability (κ = 0.47 and k=0.45, respectively). Other radiographic features were less reliable: air bronchograms (κ = 0.32), hilar adenopathy (κ = 0.21), and interstitial infiltrate (κ = 0.14). Similarly, the finding of alveolar infiltrate demonstrated substantial intra-rater reliability upon review of ten duplicate radiographs, whereas interstitial infiltrate was less reliable. CONCLUSION The radiographic finding of an alveolar infiltrate is very reliable among pediatric radiologists, whereas the finding of an interstitial infiltrate is less reliable.
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Affiliation(s)
- Mark I Neuman
- Division of Emergency Medicine, Children's Hospital, Boston, Boston, Massachusetts 02115, USA.
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Bradley JS, Byington CL, Shah SS, Alverson B, Carter ER, Harrison C, Kaplan SL, Mace SE, McCracken GH, Moore MR, St Peter SD, Stockwell JA, Swanson JT. The management of community-acquired pneumonia in infants and children older than 3 months of age: clinical practice guidelines by the Pediatric Infectious Diseases Society and the Infectious Diseases Society of America. Clin Infect Dis 2011; 53:e25-76. [PMID: 21880587 PMCID: PMC7107838 DOI: 10.1093/cid/cir531] [Citation(s) in RCA: 1011] [Impact Index Per Article: 77.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2011] [Accepted: 07/08/2011] [Indexed: 02/07/2023] Open
Abstract
Evidenced-based guidelines for management of infants and children with community-acquired pneumonia (CAP) were prepared by an expert panel comprising clinicians and investigators representing community pediatrics, public health, and the pediatric specialties of critical care, emergency medicine, hospital medicine, infectious diseases, pulmonology, and surgery. These guidelines are intended for use by primary care and subspecialty providers responsible for the management of otherwise healthy infants and children with CAP in both outpatient and inpatient settings. Site-of-care management, diagnosis, antimicrobial and adjunctive surgical therapy, and prevention are discussed. Areas that warrant future investigations are also highlighted.
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Affiliation(s)
- John S Bradley
- Department of Pediatrics, University of California San Diego School of Medicine and Rady Children's Hospital of San Diego, San Diego, California, USA.
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de Lange C. Radiology in paediatric non-traumatic thoracic emergencies. Insights Imaging 2011; 2:585-598. [PMID: 22347978 PMCID: PMC3259402 DOI: 10.1007/s13244-011-0113-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2010] [Revised: 04/07/2011] [Accepted: 06/14/2011] [Indexed: 11/30/2022] Open
Abstract
Non-traumatic thoracic emergencies in children are very frequent, and they usually present with breathing difficulties. Associated symptoms may be feeding or swallowing problems or less specific general symptoms such as fever, sepsis or chest pain. The emergencies always require a rapid diagnosis to establish a medical or surgical intervention plan, and radiological imaging often plays a key role. Correct interpretation of the radiological findings is of great importance in diagnosing and monitoring the illness and in avoiding serious complications. Plain radiography with fluoroscopy still remains the most important and frequently used tool to gain information on acute pulmonary problems. Ultrasound is the first choice for the detection and treatment of simple and complicated pleural effusions. Cross-sectional techniques such as multidetector computed tomography (MDCT) and magnetic resonance imaging (MRI) are mainly used to study pulmonary/mediastinal masses and congenital abnormalities of the great vessels and the lungs. This article will discuss the choice of imaging technique, the urgency of radiological management and the imaging characteristics of acquired and congenital causes of non-traumatic thoracic emergencies. They represent common conditions involving the respiratory tract, chest wall and the oesophagus, as well as the less frequent causes such as tumours and manifestations of congenital malformations.
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Affiliation(s)
- Charlotte de Lange
- Department of Diagnostic Imaging and Intervention, Pediatric section, Oslo University Hospital, Rikshospitalet, P.O. box 4950 Nydalen, 0424 Oslo, Norway
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Abstract
OBJECTIVES We sought to examine the utilization of chest radiography among children with pneumonia and other respiratory illnesses and to investigate interinstitution chest radiograph (CXR) utilization to identify if there is a relationship between CXR utilization and rate of pneumonia. METHODS This is a retrospective study of children evaluated in an emergency department at 25 institutions contributing information to the Pediatric Health Information System database from 2003 to 2008. The use of chest radiographs was determined for patients with a diagnosis of pneumonia, upper respiratory tract illness, wheeze, and fever. RESULTS Over a 6-year period, pneumonia accounted for 2.1% of all visits to an emergency department. Comparing institutions, the proportion of children with a diagnosis of pneumonia who had a CXR obtained ranged from 38% to 88%. There was no observed association between CXR utilization rate and the proportion of patients with a diagnosis of pneumonia between institutions. There was also a wide variation in the use of CXR for other diagnoses (upper respiratory tract infection [range, 9%-36%], wheeze [14%-56%], fever [7%-41%]). Eighty-percent of children hospitalized with pneumonia had a radiograph obtained, compared with 76% of children with pneumonia discharged from the ED (P = 0.28). However, the rate of utilization of CXR for patients hospitalized with other diagnoses was higher than respective rates of CXR use for discharged patients (upper respiratory tract infection, 68% vs 16% [P < 0.001]; wheeze, 57% vs 23% [P < 0.001]; and fever, 45% vs 18% [P < 0.001]). CONCLUSIONS The use of CXR varies widely among pediatric emergency departments but does not appear to influence the institution-specific rate of pneumonia.
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Kronman MP, Hersh AL, Feng R, Huang YS, Lee GE, Shah SS. Ambulatory visit rates and antibiotic prescribing for children with pneumonia, 1994-2007. Pediatrics 2011; 127:411-8. [PMID: 21321038 PMCID: PMC3387910 DOI: 10.1542/peds.2010-2008] [Citation(s) in RCA: 90] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND The incidence of pediatric hospitalizations for community-acquired pneumonia (CAP) has declined after the widespread use of the heptavalent pneumococcal conjugate vaccine. The national incidence of outpatient visits for CAP, however, is not well established. Although no pediatric CAP treatment guidelines are available, current data support narrow-spectrum antibiotics as the first-line treatment for most patients with CAP. OBJECTIVE To estimate the incidence rates of outpatient CAP, examine time trends in antibiotics prescribed for CAP, and determine factors associated with broad-spectrum antibiotic prescribing for CAP. PATIENTS AND METHODS The National Ambulatory and National Hospital Ambulatory Medical Care Surveys (1994-2007) were used to identify children aged 1 to 18 years with CAP using a validated algorithm. We determined age group-specific rates of outpatient CAP and examined trends in antibiotic prescribing for CAP. Data from 2006-2007 were used to study factors associated with broad-spectrum antibiotic prescribing. RESULTS Overall, annual CAP visit rates ranged from 16.9 to 22.4 per 1000 population, with the highest rates occurring in children aged 1 to 5 years (range: 32.3-49.6 per 1000). Ambulatory CAP visit rates did not change between 1994 and 2007. Antibiotics commonly prescribed for CAP included macrolides (34% of patients overall), cephalosporins (22% overall), and penicillins (14% overall). Cephalosporin use increased significantly between 2000 and 2007 (P = .002). Increasing age, a visit to a nonemergency department office, and obtaining a radiograph or complete blood count were associated with broad-spectrum antibiotic prescribing. CONCLUSIONS The incidence of pediatric ambulatory CAP visits has not changed significantly between 1994 and 2007, despite the introduction of heptavalent pneumococcal conjugate vaccine in 2000. Broad-spectrum antibiotics, particularly macrolides, were frequently prescribed despite evidence that they provide little benefit over penicillins.
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Affiliation(s)
- Matthew P. Kronman
- Division of Infectious Diseases and ,Department of Epidemiology, Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania; and
| | - Adam L. Hersh
- Department of Pediatrics, University of California, San Francisco, California
| | - Rui Feng
- Department of Epidemiology, Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania; and
| | - Yuan-Shung Huang
- Division of General Pediatrics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | - Samir S. Shah
- Division of Infectious Diseases and ,Division of General Pediatrics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania; ,Department of Epidemiology, Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania; and
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Abstract
BACKGROUND Many children undergo chest radiography (CXR) in their evaluation of a febrile illness. Pneumonia without signs of respiratory distress or ausculatory findings has been previously described (termed occult pneumonia [OP]). OBJECTIVE The objectives of this study were to determine the incidence of OP among children who have CXR performed and to identify clinical predictors of OP. METHODS A prospective observational study of children undergoing CXR for possible pneumonia was conducted. Standardized data forms were completed before the CXR. Univariate analysis and recursive partitioning were used to identify predictors of OP. RESULTS Of 1866 patients enrolled, 308 had no evidence of respiratory distress or lower respiratory tract findings and were studied for OP. Twenty-one patients had radiographic OP (6.8%; 95% confidence interval [CI], 4.0%-10.6%). Age, height of fever, duration or quality of cough, and pulse oximetry were not associated with OP. A decision rule based on fever for 1 day or longer or with a combination of fever for less than 1 day but worsening cough identifies patients at greater risk for OP (likelihood ratio, 1.47; 95% CI, 1.21-1.77). No patient with fever for less than 1 day and without any cough or without worsening cough had pneumonia (likelihood ratio, 0.40; 95% CI, 0.19-0.84). CONCLUSIONS Occult pneumonia was identified in 1 of 15 patients undergoing CXR without respiratory distress or ausculatory findings. Obtaining a CXR for the detection of OP in children without cough and with fever for less than 1 day in duration should be discouraged.
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Medina LS, Applegate KE, Blackmore CC. Imaging of Chest Infections in Children. EVIDENCE-BASED IMAGING IN PEDIATRICS 2010. [PMCID: PMC7176188 DOI: 10.1007/978-1-4419-0922-0_27] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
■ Imaging studies have limited value in the differentiation between viral and bacterial lower respiratory tract infections (moderate evidence). ■ CT provides more information than plain radiographs for complicated pulmonary infections with empyema, pleural effusion, or bronchopleural fistula (moderate evidence). ■ In immunocompromised patients, CT has been shown to characterize the type of infection better than plain radiographs (moderate evidence). ■ Ultrasound has an advantage over CT in the identification and characterization of complicated effusions (moderate evidence). ■ Early detection and therefore intervention for pleural complications of pneumonia are critical and can result in better outcomes (moderate evidence). ■ Early surgery (VATS) is more cost-effective than thoracotomy (without or with image guidance) in the treatment of empyemas in children (strong evidence).
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Affiliation(s)
- L. Santiago Medina
- Dept. Radiology, Miami Children's Hospital, SW 114 Street 7420, Miami , 33156 U.S.A
| | - Kimberly E. Applegate
- Dept. Radiology, Riley Children's Hospital, Barnhill Drive 702 , Indianapolis, 46202-5200 U.S.A
| | - C. Craig Blackmore
- Harborview Medical Center, University of Washington, Ninth Avenue 325, Seattle, 98104-2499 U.S.A
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Abstract
BACKGROUND Chest radiography is widely used during the management of acute lower respiratory infections, but the benefits are unknown. OBJECTIVES To assess the effects of chest radiography on clinical outcome in acute lower respiratory infections. SEARCH STRATEGY We searched the Cochrane Central Register of Controlled Trials (CENTRAL) (The Cochrane Library 2007, Issue 1), MEDLINE (1950 to January 2007) and EMBASE (January 1976 to February 2007). SELECTION CRITERIA Randomised or quasi-randomised trials of chest radiography in acute respiratory infections. DATA COLLECTION AND ANALYSIS Both review authors independently applied the inclusion criteria, extracted data and assessed trial quality. MAIN RESULTS We identified two trials. One, of 522 outpatient children (and performed by the review authors), found that 46% of both radiography and control participants had recovered by seven days (relative risk (RR) 1.01, 95% confidence interval (CI) 0.79 to 1.31). Thirty-three per cent of radiography participants and 32% of control participants made a subsequent hospital visit within four weeks (RR 1.02, 95% CI 0.79 to 1.30) and 3% of both radiography and control participants were subsequently admitted to hospital within four weeks (RR 1.02, 95% CI 0.41 to 2.52). The other trial involving 1502 adults attending an emergency department found no significant difference in length of illness, the single outcome prespecified for this review (mean of 16.9 days in radiograph group versus 17.0 days in control group, P > 0.05). AUTHORS' CONCLUSIONS There is no evidence that chest radiography improves outcome in outpatients with acute lower respiratory infection. The findings do not exclude a potential effect of radiography, but the potential benefit needs to be balanced against the hazards and expense of chest radiography. The findings apply to outpatients only.
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Affiliation(s)
- George H Swingler
- University of Cape Town, ICH Building, Red Cross Children's HospitalSchool of Child and Adolescent HealthKlipfontein RoadRondeboschCape TownSouth Africa7700
| | - Merrick Zwarenstein
- Sunnybrook Health Sciences CentreCombined Health Services Sciences2075 Bayview Ave., Room G1 06TorontoONCanadaM4N 3M5
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What imaging should we perform for the diagnosis and management of pulmonary infections? Pediatr Radiol 2009; 39 Suppl 2:S178-83. [PMID: 19308382 DOI: 10.1007/s00247-009-1159-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Yong JHE, Schuh S, Rashidi R, Vanderby S, Lau R, Laporte A, Nauenberg E, Ungar WJ. A cost effectiveness analysis of omitting radiography in diagnosis of acute bronchiolitis. Pediatr Pulmonol 2009; 44:122-7. [PMID: 19142890 DOI: 10.1002/ppul.20948] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
OBJECTIVE To carry out a cost-effectiveness analysis of omitting chest radiography in the diagnosis of infant bronchiolitis. HYPOTHESIS Omitting chest radiographs in the diagnosis of typical bronchiolitis was expected to reduce costs without adversely affecting the detection rate of alternate diseases. STUDY DESIGN An economic evaluation was conducted using clinical and health resources. Emergency department (ED) physicians provided diagnoses pre- and post-radiography as well as a management plan. The primary outcome was the diagnostic accuracy (false-negative rate) of alternate diagnoses with and without X-ray. The incremental costs of omitting radiography in comparison to routine radiography per patient were assessed from a health system perspective. PATIENT SELECTION We studied 265 infants, 2-23 months old, presenting at the ED with typical bronchiolitis. Patients with pre-existing conditions or radiographs were omitted from the study. METHODOLOGY Expected costs to the health care system of including and excluding chest radiographs were compared, including costs associated with misdiagnosis. RESULTS All alternate diagnoses (two cases) were missed by ED physicians pre- and post-radiography, resulting in a 100% false negative rate. The specificity in detecting alternate diseases was 96.6% pre-radiography and 88.6% post-radiography. Of the 17 cases of coexistent pneumonia, 88% were missed pre-radiography and 59% post-radiography, with respective false positive rates of 10.5% and 16.1%. Omission of routine chest radiograph saved CDN $59 per patient, primarily due to savings in radiography and hospitalization costs. The economic benefit persisted after the inpatient length of stay, ED overhead and radiograph costs were varied. CONCLUSION For infants with typical bronchiolitis, omitting radiography is cost saving without compromising diagnostic accuracy of alternate diagnoses and of associated pneumonia.
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Affiliation(s)
- Jean Hai Ein Yong
- Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Ontario, Canada
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Abstract
BACKGROUND Chest radiography is widely used during the management of acute lower respiratory infections, but the benefits are unknown. OBJECTIVES To assess the effects of chest radiography on clinical outcome in acute lower respiratory infections. SEARCH STRATEGY We searched the Cochrane Central Register of Controlled Trials (CENTRAL) (The Cochrane Library 2007, Issue 1), MEDLINE (1950 to January 2007) and EMBASE (January 1976 to February 2007). SELECTION CRITERIA Randomised or quasi-randomised trials of chest radiography in acute respiratory infections. DATA COLLECTION AND ANALYSIS Both review authors independently applied the inclusion criteria, extracted data and assessed trial quality. MAIN RESULTS We identified two trials. One, of 522 outpatient children (and performed by the review authors), found that 46% of both radiography and control participants had recovered by seven days (relative risk (RR) 1.01, 95% confidence interval (CI) 0.79 to 1.31). Thirty-three per cent of radiography participants and 32% of control participants made a subsequent hospital visit within four weeks (RR 1.02, 95% CI 0.79 to 1.30) and 3% of both radiography and control participants were subsequently admitted to hospital within four weeks (RR 1.02, 95% CI 0.41 to 2.52). The other trial involving 1502 adults attending an emergency department found no significant difference in length of illness, the single outcome prespecified for this review (mean of 16.9 days in radiograph group versus 17.0 days in control group, P > 0.05). AUTHORS' CONCLUSIONS There is no evidence that chest radiography improves outcome in outpatients with acute lower respiratory infection. The findings do not exclude a potential effect of radiography, but the potential benefit needs to be balanced against the hazards and expense of chest radiography. The findings apply to outpatients only.
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Affiliation(s)
- G H Swingler
- University of Cape Town, ICH Building, Red Cross Childlren's Hospital, School of Child and Adolescent Health, Klipfontein Road, Rondebosch, Cape Town, South Africa 7700.
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Schuh S, Lalani A, Allen U, Manson D, Babyn P, Stephens D, MacPhee S, Mokanski M, Khaikin S, Dick P. Evaluation of the utility of radiography in acute bronchiolitis. J Pediatr 2007; 150:429-33. [PMID: 17382126 PMCID: PMC7094743 DOI: 10.1016/j.jpeds.2007.01.005] [Citation(s) in RCA: 114] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2006] [Revised: 10/05/2006] [Accepted: 01/02/2007] [Indexed: 11/29/2022]
Abstract
OBJECTIVES To determine the proportion of radiographs inconsistent with bronchiolitis in children with typical presentation of bronchiolitis and to compare rates of intended antibiotic therapy before radiography versus those given antibiotics after radiography. STUDY DESIGN We conducted a prospective cohort study in a pediatric emergency department of 265 infants aged 2 to 23 months with radiographs showing either airway disease only (simple bronchiolitis), airway and airspace disease (complex bronchiolitis), and inconsistent diagnoses (eg, lobar consolidation). RESULTS The rate of inconsistent radiographs was 2 of 265 cases (0.75%; 95% CI 0-1.8). A total of 246 children (92.8%) had simple radiographs, and 17 radiographs (6.9%) were complex. To identify 1 inconsistent and 1 complex radiograph requires imaging 133 and 15 children, respectively. Of 148 infants with oxygen saturation >92% and a respiratory disease assessment score <10 of 17 points, 143 (96.6%) had a simple radiograph, compared with 102 of 117 infants (87.2%) with higher scores or lower saturation (odds ratio, 3.9; 95% CI, 1.3-14.3). Seven infants (2.6%) were identified for antibiotics pre-radiography; 39 infants (14.7%) received antibiotics post-radiography (95% CI, 8-16). CONCLUSIONS Infants with typical bronchiolitis do not need imaging because it is almost always consistent with bronchiolitis. Risk of airspace disease appears particularly low in children with saturation higher than 92% and mild to moderate distress.
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Affiliation(s)
- Suzanne Schuh
- Division of Paediatric Emergency Medicine, Department of Pediatrics, Research Institute, The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada.
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Abstract
This article discusses the common clinical scenarios regarding otherwise healthy children who develop suspected pneumonia in which imaging becomes an issue. The following topics are covered concerning the roles of imaging in the management of pneumonia: evaluation for possible pneumonia, determination of a specific etiologic agent, exclusion of other pathology, evaluation of the child with failure of pneumonia to clear, and evaluation of complications related to pneumonia.
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Affiliation(s)
- Lane F Donnelly
- Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH 45229-3039, USA.
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Affiliation(s)
- L F Donnelly
- Department of Radiology, Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA.
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Belfer RA, Gittelman MA, Muñiz AE. Management of febrile infants and children by pediatric emergency medicine and emergency medicine: comparison with practice guidelines. Pediatr Emerg Care 2001; 17:83-7. [PMID: 11334099 DOI: 10.1097/00006565-200104000-00001] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Management of febrile infants and children remains controversial despite the 1993 publication in Pediatrics and Annals of Emergency Medicine of practice guidelines. Our aim was to determine the management of febrile infants and children by pediatric emergency medicine (PEM) fellowship directors and emergency medicine (EM) residency directors and compare their approach with the published practice guidelines. METHODS Four case scenarios were sent to 64 PEM directors and 100 EM directors in the United States and Canada, describing four febrile, nontoxic infants and children aged 25 days (case 1), 7 weeks (case 2), 5 months (case 3), and 22 months (case 4). Respondents were asked to select which laboratory tests and radiographs they would obtain and to decide on treatment and disposition for each hypothetical case. RESULTS Ninety-two percent (53/64) of PEM directors and 64% (64/100) of EM directors responded (overall response rate 74%). Compliance with the guidelines (PEM/EM) was 54%/16% for case 1, 31%/6% for case 2, 35%/19% for case 3, and 20%/11% for case 4. Only 11% of PEM and 2% of EM directors followed the guidelines for all four cases. Overall, directors performed fewer laboratory tests, ordered more chest radiographs and treated fewer patients with antibiotics than the expert panel suggested. EM directors ordered more chest radiographs (cases 1-4) and admitted more patients (case 2) than PEM directors. CONCLUSIONS There is poor compliance with published practice guidelines in the management of febrile infants and children among PEM and EM directors.
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Affiliation(s)
- R A Belfer
- Department of Pediatric Emergency Medicine, Cooper Health Care System, Camden, New Jersey, USA
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Straus WL, Qazi SA, Kundi Z, Nomani NK, Schwartz B. Antimicrobial resistance and clinical effectiveness of co-trimoxazole versus amoxycillin for pneumonia among children in Pakistan: randomised controlled trial. Pakistan Co-trimoxazole Study Group. Lancet 1998; 352:270-4. [PMID: 9690406 DOI: 10.1016/s0140-6736(97)10294-x] [Citation(s) in RCA: 99] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
BACKGROUND Co-trimoxazole is widely used in treatment of paediatric pneumonia in developing countries, but drug resistance may decrease its effectiveness. We studied the effectiveness of co-trimoxazole compared with that of amoxycillin in pneumonia therapy, and assessed the clinical impact of co-trimoxazole resistance. METHODS We recruited 595 children, aged 2-59 months, with non-severe or severe pneumonia (WHO criteria) diagnosed in the outpatient wards of two urban Pakistan hospitals. Patients were randomly assigned on a 2:1 basis co-trimoxazole (n=398) or amoxycillin (n=197) in standard WHO doses and dosing schedules, and were monitored in study wards. The primary outcome was inpatient therapy failure (clinical criteria) or clinical evidence of pneumonia at outpatient follow-up examination. FINDINGS There were 92 (23%) therapy failures in the co-trimoxazole group and 30 (15%) in the amoxycillin group (p=0.03)-26 (13%) versus 12 (12%) among children with non-severe pneumonia (p=0.856) and 66 (33%) versus 18 (18%) among those with severe pneumonia (p=0.009). For patients with severe pneumonia, age under 1 year (p=0.056) and positive chest radiographs (p=0.005) also predicted therapy failure. There was no significant association between antimicrobial minimum inhibitory concentration and outcome among bacteraemic children treated with co-trimoxazole. INTERPRETATION Co-trimoxazole provided effective therapy in non-severe pneumonia. For severe, life-threatening pneumonia, however, co-trimoxazole is less likely than amoxycillin to be effective.
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Affiliation(s)
- W L Straus
- Centers for Disease Control and Prevention, Public Health Service, Department of Health and Human Services, Atlanta, USA.
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Markowitz RI, Ruchelli E. Pneumonia in infants and children: radiological-pathological correlation. Semin Roentgenol 1998; 33:151-62. [PMID: 9583110 DOI: 10.1016/s0037-198x(98)80019-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The radiographic characteristics of pulmonary infection in children are many and varied. Although typical patterns are helpful in diagnosis, clinical and laboratory evaluation provide important diagnostic information. An understanding of the basic pathophysiology of infection and an appreciation of the anatomy of the child's growing lung help provide clearer, insightful, and more accurate radiological interpretation.
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Affiliation(s)
- R I Markowitz
- Department of Radiology, Children's Hospital of Philadelphia, PA 19104, USA
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Swingler GH, Hussey GD, Zwarenstein M. Randomised controlled trial of clinical outcome after chest radiograph in ambulatory acute lower-respiratory infection in children. Lancet 1998; 351:404-8. [PMID: 9482294 DOI: 10.1016/s0140-6736(97)07013-x] [Citation(s) in RCA: 132] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND When available, chest radiographs are used widely in acute lower-respiratory-tract infections in children. Their impact on clinical outcome is unknown. METHODS 522 children aged 2 to 59 months who met the WHO case definition for pneumonia were randomly allocated to have a chest radiograph or not. The main outcome was time to recovery, measured in a subset of 295 patients contactable by telephone. Subsidiary outcomes included diagnosis, management, and subsequent use of health facilities. FINDINGS There was a marginal improvement in time to recovery which was not clinically significant. The median time to recovery was 7 days in both groups (95% CI 6-8 days and 6-9 days in the radiograph and control groups respectively, p=0.50, log-rank test) and the hazard ratio for recovery was 1.08 (95% CI 0.85-1.34). This lack of effect was not modified by clinicians' experience and no subgroups were identified in which the chest radiograph had an effect. Pneumonia and upper-respiratory infections were diagnosed more often and bronchiolitis less often in the radiograph group. Antibiotic use was higher in the radiograph group (60.8% vs 52.2%, p=0.05). There was no difference in subsequent use of health facilities. INTERPRETATION Chest radiograph did not affect clinical outcome in outpatient children with acute lower-respiratory infection. This lack of effect is independent of clinicians' experience. There are no clinically identifiable subgroups of children within the WHO case definition of pneumonia who are likely to benefit from a chest radiograph. We conclude that routine use of chest radiography is not beneficial in ambulatory children aged over 2 months with acute lower-respiratory-tract infection.
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Affiliation(s)
- G H Swingler
- Department of Paediatrics and Child Health, Red Cross Children's Hospital and University of Cape Town, Rondebosch, South Africa
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Abstract
In May 1994, the continuous quality improvement team at Hermann Children's Hospital in Houston, TX, began to study the structure, process, and outcome of asthma care for pediatric patients. The team's immediate goals were to identify variation in the treatment of pediatric asthma and to determine the most cost-effective interventions. This article details the team's development of a clinical pathway to reduce variation in patient care; use of the pathway led to a reduction in length of stay and a corresponding reduction in costs.
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Affiliation(s)
- L Mazur
- Hermann Children's Hospital, Houston, TX, USA
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Wahlgren H, Mortensson W, Eriksson M, Finkel Y, Forsgren M. Radiographic patterns and viral studies in childhood pneumonia at various ages. Pediatr Radiol 1995; 25:627-30. [PMID: 8570316 DOI: 10.1007/bf02011833] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
We aimed at evaluating the relationship between microbial etiology and chest radiograph appearance in various types of pneumonia. In a prospective study, the radiographic findings in 479 cases of acute pneumonia in children were compared with viral etiology and growth of potential bacterial pathogens in nasopharyngeal secretion. As the basis for viral etiology was most conclusive, the material was here classified according to the viral findings. The patients were divided into three age groups: 0-2, 3-5 and 6-15 years. The chest radiograms were analyzed blindly for the presence of hyperinflation and interstitial, alveolar and mixed interstitial-alveolar infiltrates. There was a statistically significant relationship between low age and occurrence of hyperinflation and interstitial infiltrates, and between high age and alveolar infiltrates. No unequivocal relationship was found between type of infiltrates or presence of atelectasis and proven viral etiology. We conclude that chest radiographs are not a useful indicator of microbial etiology in childhood pneumonia.
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Affiliation(s)
- H Wahlgren
- Department of Pediatric Radiology, The Karolinska Institute, St. Göran's Children's Hospital, P. O. Box 12500, S-11281 Stockholm, Sweden
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Redd SC, Patrick E, Vreuls R, Metsing M, Moteetee M. Comparison of the clinical and radiographic diagnosis of paediatric pneumonia. Trans R Soc Trop Med Hyg 1994; 88:307-10. [PMID: 7974671 DOI: 10.1016/0035-9203(94)90092-2] [Citation(s) in RCA: 24] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
Pneumonia causes 3.2 million deaths per year in children under 5 years old according to the World Health Organization. In spite of the number of deaths, no single clinical or radiological definition for the diagnosis of pneumonia is widely accepted. To determine the extent of agreement between clinical and radiographic diagnoses of pneumonia, we compared the clinical diagnoses made by an experienced paediatrician with diagnoses based on a paediatric radiologist's interpretation of chest radiographs. In 226 children with respiratory illness brought to a hospital outpatient department in Lesotho, pneumonia was the clinical diagnosis for 39 and the radiographic diagnosis for 40; however, for only 19 children did the 2 diagnoses concur. Children with a radiographic diagnosis of pneumonia tended to have been ill longer, to be older, and to be more likely to have a technically adequate radiograph than children with negative radiographs, independent of the clinical diagnosis. In this comparison, radiographic and clinical diagnoses for pneumonia differed substantially. Some of this discrepancy may be explained by misinterpretation of suboptimal films and different rates of evolution of radiographic and clinical manifestations of pneumonia. Radiographic studies and clinical evaluations produced complementary data in this evaluation: of the 60 children with clinical or radiographic evidence of pneumonia, 14 would not have been treated with an antimicrobial drug without radiography. Wider availability of radiography is needed to supplement clinical examination for the diagnosis of pneumonia, and may be particularly valuable in children more than 18 months old, those who have been ill for more than 6 d, and those with fever.
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Affiliation(s)
- S C Redd
- International Health Program Office, Centers for Disease Control, Atlanta, Georgia
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Abstract
The evidence and guidelines presented in this article are meant to assist clinicians who manage children with FWS. However, physicians may choose to individualize therapy based on unique clinical circumstances or to adopt a variation of these guidelines based on a different interpretation of the evidence concerning these issues. No guidelines can eliminate all risk nor confine antibiotic treatment only to children likely to have occult bacteremia. The optimal management strategy reduces risk to a minimum at a reasonable cost and can be used in most practice settings.
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Baraff LJ, Bass JW, Fleisher GR, Klein JO, McCracken GH, Powell KR, Schriger DL. Practice guideline for the management of infants and children 0 to 36 months of age with fever without source. Agency for Health Care Policy and Research. Ann Emerg Med 1993; 22:1198-210. [PMID: 8517575 DOI: 10.1016/s0196-0644(05)80991-6] [Citation(s) in RCA: 310] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
STUDY OBJECTIVE To develop guidelines for the care of infants and children from birth to 36 months of age with fever without source. PARTICIPANTS AND SETTING An expert panel of senior academic faculty with expertise in pediatrics and infectious diseases or emergency medicine. DESIGN AND INTERVENTION A comprehensive literature search was used to identify all publications pertinent to the management of the febrile child. When appropriate, meta-analysis was used to combine the results of multiple studies. One or more specific management strategies were proposed for each of the decision nodes in draft management algorithms. The draft algorithms, selected publications, and the meta-analyses were provided to the panel, which determined the final guidelines using the modified Delphi technique. RESULTS All toxic-appearing infants and children and all febrile infants less than 28 days of age should be hospitalized for parenteral antibiotic therapy. Febrile infants 28 to 90 days of age defined at low risk by specific clinical and laboratory criteria may be managed as outpatients if close follow-up is assured. Older children with fever less than 39.0 C without source need no laboratory tests or antibiotics. Children 3 to 36 months of age with fever of 39.0 C or more and whose WBC count is 15,000/mm3 or more should have a blood culture and be treated with antibiotics pending culture results. Urine cultures should be obtained from all boys 6 months of age or less and all girls 2 years of age or less who are treated with antibiotics. CONCLUSION These guidelines do not eliminate all risk or strictly confine antibiotic treatment to children likely to have occult bacteremia. Physicians may individualize therapy based on clinical circumstances or adopt a variation of these guidelines based on a different interpretation of the evidence.
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APPROACH TO PNEUMONIA IN INFANTS, CHILDREN, AND ADOLESCENTS. Immunol Allergy Clin North Am 1993. [DOI: 10.1016/s0889-8561(22)00438-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Surpure JS. Pediatric emergencies. Indian J Pediatr 1988; 55:333-8. [PMID: 3403032 DOI: 10.1007/bf02722215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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