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本文引用的文献

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Developing and Validating a Primary Care EMR-based Frailty Definition using Machine Learning.利用机器学习开发并验证基于基层医疗电子病历的虚弱定义
Int J Popul Data Sci. 2020 Sep 1;5(1):1344. doi: 10.23889/ijpds.v5i1.1344.
2
Using frailty and quality of life measures in clinical care of the elderly in Canada to predict death, nursing home transfer and hospitalisation - the frailty and ageing cohort study.使用虚弱和生活质量指标来预测加拿大老年人的临床护理中的死亡、养老院转移和住院治疗 - 虚弱和老龄化队列研究。
BMJ Open. 2019 Nov 12;9(11):e032712. doi: 10.1136/bmjopen-2019-032712.
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Incremental healthcare utilisation and costs among new senior high-cost users in Ontario, Canada: a retrospective matched cohort study.加拿大安大略省新增高费用老年患者的医疗利用增量和费用:一项回顾性匹配队列研究。
BMJ Open. 2019 Oct 28;9(10):e028637. doi: 10.1136/bmjopen-2018-028637.
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The challenge of ageing populations and patient frailty: can primary care adapt?老龄化人口与患者虚弱的挑战:初级保健能否适应?
BMJ. 2018 Aug 28;362:k3349. doi: 10.1136/bmj.k3349.
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Health care expenditures, age, proximity to death and morbidity: Implications for an ageing population.卫生保健支出、年龄、接近死亡和发病:对老龄化人口的影响。
J Health Econ. 2018 Jan;57:60-74. doi: 10.1016/j.jhealeco.2017.11.001. Epub 2017 Nov 15.
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Rules to Identify Persons with Frailty in Administrative Health Databases.行政健康数据库中识别衰弱个体的规则。
Can J Aging. 2017 Dec;36(4):514-521. doi: 10.1017/S0714980817000393. Epub 2017 Oct 4.
7
Data Resource Profile: National electronic medical record data from the Canadian Primary Care Sentinel Surveillance Network (CPCSSN).数据资源简介:来自加拿大初级保健哨点监测网络(CPCSSN)的国家电子病历数据。
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Representativeness of patients and providers in the Canadian Primary Care Sentinel Surveillance Network: a cross-sectional study.加拿大初级保健哨点监测网络中患者和医疗服务提供者的代表性:一项横断面研究。
CMAJ Open. 2016 Jan 25;4(1):E28-32. doi: 10.9778/cmajo.20140128. eCollection 2016 Jan-Mar.
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A 3-year study of high-cost users of health care.一项针对高医疗成本使用者的为期3年的研究。
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Models of primary care for frail patients.体弱患者的初级保健模式。
Can Fam Physician. 2015 Jul;61(7):601-6.

关联电子病历和管理数据能否帮助我们识别体弱患者?

Can Linked Electronic Medical Record and Administrative Data Help Us Identify Those Living with Frailty?

作者信息

Wong S T, Katz A, Williamson T, Singer A, Peterson S, Taylor C, Price M, McCracken R, Thandi M

机构信息

University of British Columbia, 2211 Wesbrook Mall, Vancouver, BC, V6T 2B5.

University of Manitoba, 408-727 McDermot Ave, Winnipeg, Mb, R3E 3P5.

出版信息

Int J Popul Data Sci. 2020 Aug 13;5(1):1343. doi: 10.23889/ijpds.v5i1.1343.

DOI:10.23889/ijpds.v5i1.1343
PMID:33644409
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7893852/
Abstract

INTRODUCTION

Frailty is a complex condition that affects many aspects of patients' wellbeing and health outcomes.

OBJECTIVES

We used available Electronic Medical Record (EMR) and administrative data to determine definitions of frailty. We also examined whether there were differences in demographics or health conditions among those identified as frail in either the EMR or administrative data.

METHODS

EMR and administrative data were linked in British Columbia (BC) and Manitoba (MB) to identify those aged 65 years and older who were frail. The EMR data were obtained from the Canadian Primary Care Sentinel Surveillance Network (CPCSSN) and the administrative data (e.g. billing, hospitalizations) was obtained from Population Data BC and the Manitoba Population Research Data Repository. Sociodemographic characteristics, risk factors, prescribed medications, use and costs of healthcare are described for those identified as frail.

RESULTS

Sociodemographic and utilization differences were found among those identified as frail from the EMR compared to those in the administrative data. Among those who were >65 years, who had a record in both EMR and administrative data, 5%-8% (n=191 of 3,553, BC; n=2,396 of 29,382, MB) were identified as frail. There was a higher likelihood of being frail with increasing age and being a woman. In BC and MB, those identified as frail in both data sources have approximately twice the number of contacts with primary care (n=20 vs. n=10) and more days in hospital (n=7.2 vs. n=1.9 in BC; n=9.8 vs. n=2.8 in MB) compared to those who are not frail; 27% (BC) and 14% (MB) of those identified as frail in 2014 died in 2015.

CONCLUSIONS

Identifying frailty using EMR data is particularly challenging because many functional deficits are not routinely recorded in structured data fields. Our results suggest frailty can be captured along a continuum using both EMR and administrative data.

摘要

引言

衰弱是一种复杂的状况,会影响患者健康和健康结局的多个方面。

目的

我们利用现有的电子病历(EMR)和管理数据来确定衰弱的定义。我们还研究了在EMR或管理数据中被确定为衰弱的人群在人口统计学特征或健康状况方面是否存在差异。

方法

在不列颠哥伦比亚省(BC)和曼尼托巴省(MB)将EMR和管理数据相链接,以识别65岁及以上的衰弱老年人。EMR数据来自加拿大初级保健哨点监测网络(CPCSSN),管理数据(如计费、住院情况)来自不列颠哥伦比亚省人口数据和曼尼托巴省人口研究数据存储库。对被确定为衰弱的人群的社会人口学特征、风险因素、处方药物、医疗保健的使用情况和费用进行了描述。

结果

与管理数据中的人群相比,在EMR中被确定为衰弱的人群存在社会人口学和利用情况方面的差异。在年龄大于65岁且在EMR和管理数据中均有记录的人群中,5%-8%(BC为3553人中的191人;MB为29382人中的2396人)被确定为衰弱。随着年龄增长和女性身份,衰弱的可能性更高。在BC和MB,与非衰弱人群相比,在两个数据源中均被确定为衰弱的人群与初级保健的接触次数大约是其两倍(BC中分别为20次和10次;MB中分别为9.8次和2.8次),住院天数更多(BC中分别为7.2天和1.9天;MB中分别为9.8天和2.8天);2014年被确定为衰弱的人群中有27%(BC)和14%(MB)在2015年死亡。

结论

使用EMR数据识别衰弱特别具有挑战性,因为许多功能缺陷未在结构化数据字段中常规记录。我们的结果表明,利用EMR和管理数据可以在一个连续统一体中捕捉衰弱情况。