Predicting hospital-acquired pneumonia among schizophrenic patients: a machine learning approach

被引:0
作者
Kuang Ming Kuo
Paul C. Talley
Chi Hsien Huang
Liang Chih Cheng
机构
[1] I-Shou University,Department of Healthcare Administration
[2] I-Shou University,Department of Applied English
[3] Nagoya University Graduate School of Medicine,Department of Community Healthcare & Geriatrics
[4] E-Da Hospital,Department of Family Medicine
[5] E-Da Hospital,Center for Evidence
[6] School of Medicine for International Students,based Medicine
[7] I-Shou University,Department of Pharmacy
[8] Yo-Chin Hospital,undefined
来源
BMC Medical Informatics and Decision Making | / 19卷
关键词
Clozapine; Machine learning; Pneumonia; Risk factors; Schizophrenia;
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[1]  
Birnbaum HG(2001)Economic burden of pneumonia in an employed population Arch Intern Med 161 2725-2731
[2]  
Morley M(2002)Causes of death for patients with community-acquired pneumonia: results from the pneumonia patient outcomes research team cohort study Arch Intern Med 162 1059-1064
[3]  
Greenberg PE(2010)Burden of schizophrenia in recently diagnosed patients: healthcare utilisation and cost perspective Curr Med Res Opin 26 943-955
[4]  
Cifaldi M(2013)Second-generation antipsychotic medications and risk of pneumonia in schizophrenia Schizophrenia Bull 39 648-657
[5]  
Colice GL(2008)Antipsychotic drug use and risk of pneumonia in elderly people J Am Geriatr Soc 56 661-666
[6]  
Mortensen EM(2015)A multicentered prospective analysis of diagnosis, risk factors, and outcomes associated with pediatric ventilator-associated pneumonia Pediatr Crit Care Me 16 e65-e73
[7]  
Coley CM(2015)Risk factors for aspiration pneumonia in older adults PLoS One 10 e0140060-138
[8]  
Singer DE(1997)An evaluation of machine-learning methods for predicting pneumonia mortality Artif Intell Med 9 107-84
[9]  
Marrie TJ(2004)Use of genetic algorithms for neural networks to predict community-acquired pneumonia Artif Intell Med 30 71-482
[10]  
Obrosky DS(2015)Classification of usual interstitial pneumonia in patients with interstitial lung disease: assessment of a machine learning approach using high-dimensional transcriptional data Lancet Resp Med 3 473-66