Prediction model for prolonged length of stay in patients with community-acquired pneumonia based on Japanese administrative data

被引:9
作者
Uematsu, Hironori [1 ]
Yamashita, Kazuto [1 ]
Kunisawa, Susumu [1 ]
Imanaka, Yuichi [1 ]
机构
[1] Kyoto Univ, Grad Sch Med, Dept Healthcare Econ & Qual Management, Sakyo Ku, Yoshida Konoe Cho, Kyoto, Kyoto 6068501, Japan
基金
日本学术振兴会;
关键词
Pneumonia; Length of stay; Prediction model; Risk adjustment;
D O I
10.1016/j.resinv.2020.08.005
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Background: The length of hospital stay in community-acquired pneumonia patients is closely associated with medical costs, the burden of which is increasing in aging societies. Herein, we developed and validated models for predicting prolonged length of stay in community-acquired pneumonia patients to support efficient care in these patients. Methods: We obtained data of 32,916 patients hospitalized for pneumonia who were discharged between 2012 and 2013 from 304 acute care hospitals in Japan. Logistic regression models were developed with prolonged length of stay as the outcome and patient characteristics as predictors. The models were internally validated using bootstrapping and externally validated using pneumonia patients discharged in 2014. Results: The median length of stay was 11 (interquartile range, 8-17) days. The following were significant predictors of prolonged length of stay (odds ratio >1.6): age >= 75 years, Barthel index score <= 6, fraction of inspired oxygen >= 35%, Japan Coma Scale score of 100-300, anemia, muscle wasting and atrophy, bedsores, dysphasia, and methicillin-resistant Staphylococcus aureus infection. Our validation models had a c-statistic of 0.78 (95% confidence interval, 0.77-0.79) and a calibration slope of 0.98. Conclusions: Our prediction models may help policymakers in developing strategies for the optimal management of community-acquired pneumonia patients with a focus on patients at a high risk of prolonged length of stay. (C) 2020 The Japanese Respiratory Society. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:194 / 203
页数:10
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