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Factors Related to the Prevention and Management of Pressure Ulcers

机译:与预防和治疗压疮有关的因素

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Pressure ulcers (a type of skin failure) have served as an indicator of care quality. The purpose of this study was to utilize data-mining techniques as a means of identifying risk factors related to different stages of pressure ulcers to demonstrate how this means of analysis might be used as a vehicle to guide improved care quality. Data were obtained from a Web-based incident reporting system at a regional hospital in Taiwan. A total of 4301 cases dating from March 2005 to May 2009 were collected. For data-cleaning purposes, data within 3 SDs were kept for further analysis. Data-mining techniques were applied to identify the predictors, and a logistic regression analysis was used for result comparison purposes. The results revealed that sacral ulcer was the most prevalent, and most ulcers were in stage I, followed by stages II to IV. Five predictors were identified including hemoglobin, weight, sex, height, and use of repositioning sheet. The study concluded that nurses could use data-mining technique to identify predictors to assist in guiding ulcer interventions such as those based on a patient's demographic profile and application of a repositioning sheet to prevent ulcer occurrence to minimize harm.
机译:压疮(一种皮肤衰竭)已成为护理质量的指标。这项研究的目的是利用数据挖掘技术来识别与压力性溃疡不同阶段相关的危险因素,以证明这种分析方法可以用作指导改善护理质量的手段。数据是从台湾一家地区医院的基于Web的事件报告系统中获取的。收集了2005年3月至2009年5月的4301例病例。为了清理数据,保留了3个SD中的数据以供进一步分析。应用了数据挖掘技术来识别预测因子,并使用逻辑回归分析进行结果比较。结果显示骨溃疡是最普遍的,大多数溃疡是在I期,其次是II至IV期。确定了五个预测因素,包括血红蛋白,体重,性别,身高和重新放置床单的使用。该研究得出的结论是,护士可以使用数据挖掘技术来识别预测因素,以帮助指导溃疡干预,例如基于患者的人口统计资料和应用重新定位床单的预防干预,以防止溃疡发生,以最大程度地减少伤害。

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