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Study on Influence Factors of Pressure Injury Risk in the Elderly Inpatients with Kidney Disease Based on LASSO Regression 被引量:4
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作者 Ling Liu Chunhua Wang +5 位作者 Lianghong Yin Jiayi Wang Hong Yang Yingxue Zhong zhiwei mou Yu Chen 《Open Journal of Preventive Medicine》 2020年第6期95-107,共13页
<strong>Objective</strong>: This paper aims to explore clinical status and related influence factors of pressure injury (PI) in the elderly inpatients with kidney disease, so as to provide reference for th... <strong>Objective</strong>: This paper aims to explore clinical status and related influence factors of pressure injury (PI) in the elderly inpatients with kidney disease, so as to provide reference for the prevention and treatment of PI in the elderly inpatients with kidney disease. <strong>Methods</strong>: Retrospective collection method is adopted to collect 158 clinical cases of the elderly inpatients with kidney disease aged ≥ 60 in the Nephrology Department, the First Affiliated Hospital of Jinan University from January 2017 to December 2019, and then least absolute shrinkage and selection Operator (LASSO) regression analysis is used to analyze 17 possible influence factors;finally Logistic regression model is established to analyze and screen influence factors of risk. <strong>Results</strong>: 1) Among 158 elderly inpatients with medium and high risk of PI, the incidence of PI is 20.25%;the most common stage of injury is stage I (42.5%);sacrococcygeal (60%) is the high-risk site of pressure injury. 2) LASSO regression analysis shows that history of present respiratory infection/respiratory failure (<em>β </em>= 1.2714. <em>P</em> < 0.05) and hospitalization time (<em>β</em> = 0.4177. <em>P </em>< 0.05) are independent factors influencing PI risk in the elderly inpatients with kidney disease. <strong>Concl</strong><strong>usio</strong><strong>n</strong>: The elderly patients with kidney disease and PI risk are the high incidence population of hospital acquired PI;for the elderly inpatients with kidney disease and having respiratory infection history or respiratory failure, prolonged hospitalization will significantly increase the risk of PI. Therefore, targeted preventive and control measures should be taken to reduce the incidence of PI. 展开更多
关键词 Least Absolute Shrinkage and Selection Operator The Elderly Inpatients with Kidney Disease Pressure Injury Influence Factors NURSING
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Analysis of Risk Factors of Fever among Inpatients in Rehabilitation Department Based on Lasso Regression Analysis
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作者 Ling Liu Jiayi Wang +4 位作者 Yingxue Zhong Chunhua Wang Yu Chen Yitao Mao zhiwei mou 《Journal of Biosciences and Medicines》 2020年第5期122-131,共10页
Purpose: To explore the fever-related risk factors of inpatients in Rehabilitation Department, and to provide reference for patients with high risk of fever to take corresponding nursing measures. Methods: The study w... Purpose: To explore the fever-related risk factors of inpatients in Rehabilitation Department, and to provide reference for patients with high risk of fever to take corresponding nursing measures. Methods: The study was conducted on the Rehabilitation Department of The First Affiliated Hospital of Jinan University from July 2019 to December 2019. The fever group included 51 patients and the non-fever group included 49 patients without fever. The two groups of clinical data, comorbidities, related laboratory values, possible risk factors of fever were analyzed by case regression analysis, and the relevant risk factors were screened out by LASSO (least absolute shrinkage and selection operator) regression analysis. Results: According to the results of Lasso regression analysis, pressure sore or skin infection, history of hypertension, current history of respiratory tract infection, feeding patterns were the higher risk factors of fever in inpatients in Rehabilitation Department, while the first course of disease, main diagnosis, history of respiratory tract infection within half a year, kidney damage and hospitalization days were lower risk factors. Conclusion: This study is helpful to early identify the fever risk of inpatients in Rehabilitation Department, and provide reference basis for high-risk fever patients to take positive and effective nursing measures. 展开更多
关键词 Rehabilitation DEPARTMENT FEVER Risk Factors Least ABSOLUTE SHRINKAGE and Selection Operator Nursing Care
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