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Obesity is a chronic disease with an increasing impact on the world’s population. In this work, we present a method of identifying obesity automatically using text mining techniques and information related to body weight measures and obesity comorbidities. We used a dataset of 3015 de-identified medical records that contain labels for two classification problems. The first classification problem distinguishes between obesity, overweight, normal weight, and underweight. The second classification problem differentiates between obesity types: super obesity, morbid obesity, severe obesity and moderate obesity. We used a Bag of Words approach to represent the records together with unigram and bigram representations of the features. We implemented two approaches: a hierarchical method and a nonhierarchical one. We used Support Vector Machine and Naïve Bayes together with ten-fold cross validation to evaluate and compare performances. Our results indicate that the hierarchical approach does not work as well as the nonhierarchical one. In general, our results show that Support Vector Machine obtains better performances than Naïve Bayes for both classification problems. We also observed that bigram representation improves performance compared with unigram representation. 相似文献
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电子病案平台下病案信息服务的思考 总被引:3,自引:2,他引:1
目的探讨电子病案平台下病案信息服务的模式。方法先对电子病案平台下患者对病案信息的需求进行分析,然后提出做好病案信息服务的相应措施。结果电子病案平台下病案信息服务的模式包含确保病案信息的真实性、维护病案信息中患者隐私权和建立病案信息服务"便捷通道"。结论病案信息服务必须与患者的需求相结合。 相似文献
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W. Pete Welch Dawn Bazarko Kimberly Ritten Yo Burgess Robert Harmon Lewis G. Sandy 《J Am Med Inform Assoc》2007,14(3):320-328
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To assess the impact of the electronic health record (EHR) on cost (i.e., payments to providers) and process measures of quality of care.Study Design
Retrospective before-after-study-control. From the database of a large managed care organization (MCO), we obtained the claims of patients from four community physician practices that implemented the EHR and from about 50 comparison practices without the EHR in the same counties. The diverse patient and practice populations were chosen to be a sample more representative of typical private practices than has previously been studied.Measurements
For four chronic conditions, we used commercially-available software to analyze cost per episode over a year and the rate of adherence to clinical guidelines as a measure of quality.Results
The implementation of the EHR had a modest positive impact on the quality measure of guideline adherence for hypertension and hyperlipidemia, but no significant impact for diabetes and coronary artery disease. No measurable impact on the short-term cost per episode was found. Discussions with the study practices revealed that the timing and comprehensiveness of EHR implementation varied across practices, creating an intervention variable that was heterogeneous.Conclusions
Guideline adherence increased across practices without EHRs and slightly faster in practices with EHRs. Measuring the impact of EHRs on cost per episode was challenging, because of the difficulty of completely capturing the long-term episodic costs of a chronic condition. Few practices associated with the study MCO had implemented EHRs in any form, much less utilizing standardized protocols. 相似文献8.
目的:研究基于电子健康档案系统的糖尿病管理的有效性及经济性。方法:利用社区卫生服务信息化系统建立患者电子健康档案(EHR)及糖尿病专档进行管理,管理期1年,评价管理前后患者的行为、自我管理能力和药费的变化以及血糖、HbAlc、血压、血脂控制的情况。结果:规范管理率达96.8%。管理前后各项指标均有显著改善,平均FPG下降4.4mmol/L,2hPG下降6.4mmol/L,HbA1c下降2.3%,血压、血脂达标率明显上升,平均医疗费用支出下降146.3元/月,患者的认知能力及自我管理能力有了明显提高。结论:糖尿病是一种终身性疾病,其控制不是传统意义的治疗,而是系统的管理。基于电子健康档案的糖尿病管理能有效减轻社区医护人员工作负担,提高规范管理率,提高管理效果,实现患者长期、稳定的病情控制,减少患者医疗费用的支出,提高患者的认知行为及自为管理能力,值得进一步研究和推广。 相似文献
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目的比较观察电子病历对病案质量的影响。方法病案委员会发现差错,由医务处确定处理的病历共514份,其中完全手写病历244份,电子打印病历270份。差错分为纯粹电子病历引起的、责任心不足和能力不足三部分,比较两组差错的构成。结果与手工病历相比,电子打印病历差错发生率1.99个/份,较手写病历2.78个/份明显减少;电子打印病历差错中完全由电子病历因素引起的差错占5.96%;责任心不足引起的占44.88%,较手工病历的55.38%有所下降。但能力不足所引起的差错由44.62%增加到49.16%。结论使用电子病历,可以提高病案质量,但更需要提高病历书写能力。 相似文献
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To obtain indications of the influence of electronic health records (EHR) in managing risks and meeting information system accreditation standard in Australian residential aged care (RAC) homes. The hypothesis to be tested is that the RAC homes using EHR have better performance in meeting information system standards in aged care accreditation than their counterparts only using paper records for information management. Content analysis of aged care accreditation reports from the Aged Care Standards and Accreditation Agency produced between April 2011 and December 2013. Items identified included types of information systems, compliance with accreditation standards, and indicators of failure to meet an expected outcome for information systems. The Chi-square test was used to identify difference between the RAC homes that used EHR systems and those that used paper records in not meeting aged care accreditation standards. 1,031 (37.4%) of 2,754 RAC homes had adopted EHR systems. Although the proportion of homes that met all accreditation standards was significantly higher for those with EHR than for homes with paper records, only 13 RAC homes did not meet one or more expected outcomes. 12 used paper records and nine of these failed the expected outcome for information systems. The overall contribution of EHR to meeting aged care accreditation standard in Australia was very small. Risk indicators for not meeting information system standard were no access to accurate and appropriate information, failure in monitoring mechanisms, not reporting clinical incidents, insufficient recording of residents’ clinical changes, not providing accurate care plans, and communication processes failure. The study has provided indications that use of EHR provides small, yet significant advantages for RAC homes in Australia in managing risks for information management and in meeting accreditation requirements. The implication of the study for introducing technology innovation in RAC in Australia is discussed. 相似文献
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Efficient information management and communication within the emergency department (ED) is essential to providing timely and high-quality patient care. The ED whiteboard (census board) usually serves as an ED’s central access point for operational and patient-related information. This article describes the design, functionality, and experiences with a computerized ED whiteboard, which has the ability to display relevant operational and patient-related information in real time. Embedded functionality, additional whiteboard views, and the integration with ED and institutional information system components, such as the computerized patient record or the provider order entry system, provide rapid access to more detailed information. As an information center, the computerized whiteboard supports our ED environment not only for providing patient care, but also for operational, educational, and research activities. 相似文献
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病案首页管理——实施计算机病案首页管理的质量控制 总被引:1,自引:0,他引:1
病案质量是评价医疗质量、评定医院管理水平的重要指标之一.病案首页计算机管理是医院现代化管理的必然趋势.我院自1995年开始实施病案首页计算机管理,并于1999年实施病案首页标准化后,按世界卫生组织精神卫生管理系统重新录入病案首页13800份,发现存在问题不少.通过加强管理、强化职能、质量教育、开发功能,运用激励机制,使计算机病案首页管理的质量逐步提高. 相似文献
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目的:评价电子病历实时质量控制模式对降低在架病历缺陷率的控制效果。方法:以2002年国家卫生部制定的《病历书写规范》对病历时限性、完整性要求为理论依据,采用专家咨询法形成病历实时质量控制模式的指标及实现方法,在医院原结构化电子病历的基础上二次开发。以随机抽样的方法对实验前后828份在架病历进行统计分析。结果:编制了病历首页、入院记录、首次病程记录、日常病程记录、上级医师查房记录、转科(转入科与转出科)记录、阶段小结、手术前讨论记录、手术记录、术后首次病程记录、出院记录、死亡记录、入院医患谈话记录13项记录,在时限、完整性、逻辑关系三个纬度进行控制。实验组干预前、后在架病历零缺陷率由32.21%提升到59.22%,其中时限性缺陷率由22.6%下降到12.14%,完整性缺陷由干预前的34.13%下降到干预后的17%。结论:病历实时质量控制模式可以提高在架病历的质量,特别是降低时限性缺陷与完整性完陷。 相似文献
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探讨基于语义的电子健康档案信息组织的基本概念、模式、实现方式,指出电子健康档案是实现社区医疗卫生服务网络体系的基础,电子健康档案信息组织的根本目标是服务广大信息消费者、信息生产者和信息传播者。 相似文献
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目的 研究以全科医生为主体的糖尿病中医药健康管理服务流程对2型糖尿病患者的影响。方法 2017年1—6月,以上海市徐汇区田林街道社区卫生服务中心吴东团队古宜社区居民委员会纳入管理的269例2型糖尿病患者为研究对象。按照以全科医生为主体的糖尿病中医药健康管理服务流程进行慢性病管理。对患者干预1年,于干预前后进行指标评价:(1)并发症评价;(2)量表评价:糖尿病中医防治知信行量表积分(KAP)、糖尿病管理自我效能量表积分(C-DMSES)、糖尿病问题量表积分(PAID);(3)血糖评价:测定空腹血糖(FPG)、餐后2 h血糖(2 hPG)、糖化血红蛋白;(4)糖尿病肾损害评价:测定尿微量清蛋白/尿肌酐比值(尿ACR),尿ACR≥30 mg/g定义为阳性;(5)医疗费用:年医疗费用及日均费用。结果 干预前后,患者脑血管病变、心血管病变、外周血管病变、视网膜病变、糖尿病肾病、神经病变、白内障、糖尿病足、糖尿病酮症发生率比较,差异均无统计学意义(P>0.05)。干预后,患者KAP、C-DMSES、PAID评分均高于干预前(P<0.05)。干预后,患者FPG、2 hPG、糖化血红蛋白水平均低于干预前(P<0.05)。干预前后,患者尿ACR、尿ACR阳性率比较,差异均无统计学意义(P>0.05)。干预后,患者年医疗费用及日均费用均低于干预前(P<0.05)。结论 以全科医生为主体的糖尿病中医药健康管理服务流程可以使2型糖尿病患者更好地控制血糖,利于血糖稳定,降低医疗费用。 相似文献
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