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Text Data Mining of Aged Care Accreditation Reports to Identify Risk Factors in Medication Management in Australian Residential Aged Care Homes

机译:老年护理认证报告的文本数据挖掘,以识别澳大利亚住宅老年护理家庭药物管理中的危险因素

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This study aimed to identify risk factors in medication management in Australian residential aged care (RAC) homes. Only 18 out of 3,607 RAC homes failed aged care accreditation standard in medication management between 7th March 2011 and 25th March 2015. Text data mining methods were used to analyse the reasons for failure. This led to the identification of 21 risk indicators for an RAC home to fail in medication management. These indicators were further grouped into ten themes. They are overall medication management, medication assessment, ordering, dispensing, storage, stock and disposal, administration, incident report, monitoring, staff and resident satisfaction. The top three risk factors are: "ineffective monitoring process" (18 homes), "noncompliance with professional standards and guidelines " (15 homes), and "resident dissatisfaction with overall medication management" (10 homes).
机译:本研究旨在鉴定澳大利亚住宅老年护理(RAC)家庭中药物管理的危险因素。在2011年3月7日和2015年3月25日之间只有18个中的3,607次RAC HOMES中的医疗保障管理标准失败。文本数据采矿方法用于分析失败的原因。这导致识别21个RAC家庭的风险指标,以便在药物管理中失败。这些指标进一步分为十个主题。它们是整体药物管理,药物评估,订购,分配,储存,股票和处置,行政,事件报告,监测,员工和居民满意度。前三个风险因素是:“无效监测过程”(18家),“与专业标准和指导方针”(15个家庭)“,以及与整体药物管理的常规不满”(10个家庭)。

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