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Cyber-Analytics: Identifying Discriminants of Data Breaches. 网络分析:识别数据泄露的歧视因素。
Diane Dolezel, Alexander McLeod

In this study, the relationship between data breach characteristics and the number of individuals affected by these violations was considered. Data were acquired from the Department of Health and Human Services breach reporting database and analyzed using SPSS. Regression analyses revealed that the hacking/IT incident breach type and network server breach location were the most significant predictors of the number of individuals affected; however, they were not predictive when combined. Moreover, network server location and unauthorized access/disclosure breach type were predictive when combined. Additional analyses of variance revealed that covered entity type and business associate presence were significant predictors, while the geographic region of a breach occurrence was insignificant. The results of this study revealed several associations between healthcare breach characteristics and the number of individuals affected, suggesting that more individuals are affected in hacking/IT incidents and network server breaches independently and that network server breach location and unauthorized access/disclosure breach type were predictive in combination.

在这项研究中,考虑了数据泄露特征与受这些违规行为影响的个人数量之间的关系。数据来自卫生与公众服务部违规报告数据库,并使用SPSS进行分析。回归分析显示,黑客入侵/IT事件的入侵类型和网络服务器的入侵位置是受影响人数的最重要预测因素;然而,它们结合在一起并不能预测。此外,网络服务器位置和未经授权的访问/披露违规类型在组合时是可预测的。额外的方差分析显示,被覆盖的实体类型和业务伙伴的存在是重要的预测因素,而违约发生的地理区域并不重要。这项研究的结果揭示了医疗保健漏洞特征与受影响的个人数量之间的几个关联,表明更多的个人独立地受到黑客攻击/IT事件和网络服务器漏洞的影响,网络服务器漏洞位置和未经授权的访问/披露漏洞类型是可预测的。
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引用次数: 0
Big Data Analytics in Healthcare: Investigating the Diffusion of Innovation. 医疗保健中的大数据分析:研究创新的扩散。
Diane Dolezel, Alexander McLeod

The shortage of data scientists has restricted the implementation of big data analytics in healthcare facilities. This survey study explores big data tool and technology usage, examines the gap between the supply and the demand for data scientists through Diffusion of Innovations theory, proposes engaging academics to accelerate knowledge diffusion, and recommends adoption of curriculum-building models. For this study, data were collected through a national survey of healthcare managers. Results provide practical data on big data tool and technology skills utilized in the workplace. This information is valuable for healthcare organizations, academics, and industry leaders who collaborate to implement the necessary infrastructure for content delivery and for experiential learning. It informs academics working to reengineer their curriculum to focus on big data analytics. The paper presents numerous resources that provide guidance for building knowledge. Future research directions are discussed.

数据科学家的短缺限制了大数据分析在医疗机构的实施。这项调查研究探索了大数据工具和技术的使用,通过创新扩散理论考察了数据科学家的供需差距,建议让学者参与进来加速知识传播,并建议采用课程建设模式。在这项研究中,数据是通过对医疗保健管理人员的全国性调查收集的。研究结果提供了关于工作场所使用的大数据工具和技术技能的实用数据。这些信息对医疗保健组织、学术界和行业领袖来说很有价值,他们合作实施内容交付和体验式学习所需的基础设施。它为致力于重新设计课程以专注于大数据分析的学者们提供了信息。本文介绍了许多为构建知识提供指导的资源。讨论了未来的研究方向。
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引用次数: 0
Genetic Variations and Precision Medicine. 基因变异和精准医学。
Amal Adel Alzu'bi, Leming Zhou, Valerie J M Watzlaf

The time and costs associated with the sequencing of a human genome have decreased significantly in recent years. Many people have chosen to have their genomes sequenced to receive genomics-based personalized healthcare services. To reach the goal of genomics-based precision medicine, health information management (HIM) professionals need to manage and analyze patients' genomic data. Two important pieces of information from the genome sequence are the risk of genetic diseases and the specific medication or pharmacogenomic results for the individual patient, both of which are linked to a patient's genetic variations. In this review article, we introduce genetic variations, including their data types, relevant databases, and some currently available analysis methods and systems. HIM professionals can choose to use these databases, methods, and systems in the management and analysis of patients' genomic data.

近年来,与人类基因组测序相关的时间和成本显著降低。许多人选择进行基因组测序,以获得基于基因组学的个性化医疗保健服务。为了实现基于基因组学的精准医疗的目标,健康信息管理(HIM)专业人员需要管理和分析患者的基因组数据。来自基因组序列的两个重要信息是遗传疾病的风险和个体患者的特定药物或药物基因组学结果,这两者都与患者的遗传变异有关。本文介绍了遗传变异的数据类型、相关数据库以及目前可用的一些分析方法和系统。HIM专业人员可以选择使用这些数据库、方法和系统来管理和分析患者的基因组数据。
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引用次数: 0
A Survey-based Study of Pharmacist Acceptance and Resistance to Health Information Technology. 基于调查的药师对卫生信息技术的接受与抵制研究
Alaina B Darby, Yin Su, Rebecca B Reynolds, Charisse Madlock-Brown

Purpose: Because user acceptance and resistance to the use of health information technology (HIT) affects system utilization and previous studies in this area have typically excluded pharmacists, this study specifically addresses the response of institutional pharmacists to HIT.

Methods: A survey investigating pharmacists' responses to electronic medical record (EMR) system use was developed using questions modified from previously validated research. The survey was distributed electronically to the mailing list for pharmacy preceptors for the University of Tennessee College of Pharmacy. Descriptive statistics and univariate and multivariate analyses were used to analyze the collected data based on a previously validated dual-factor model.

Results: Of the 96 responses from institutional pharmacists, 64 responses (66.7 percent) were complete and usable. Of the acceptance and resistance constructs evaluated, only attitude and perceived behavior control were found to be significantly associated with acceptance of use (p = .036 and p = .025, respectively), and only transition cost was found to be significantly associated with resistance to use (p = .018). System vendor and interface integration were also significantly associated with acceptance of use. These findings suggest that attitude, perceived behavior control, and transition costs may have the most impact on pharmacists' responses to the use of EMR systems.

Conclusion: It is reasonable for hospitals to focus efforts on specific factors influencing acceptance of and resistance to EMR use and, before a system is selected, to consider the effects of vendor selection and level of interface integration on acceptance of use.

目的:由于用户接受和抵制使用卫生信息技术(HIT)会影响系统的利用,而此前在这一领域的研究通常将药剂师排除在外,因此本研究专门探讨了机构药剂师对HIT的反应。方法:对药师对电子病历(EMR)系统使用情况的反应进行调查,使用先前验证研究中修改的问题进行调查。该调查以电子方式分发到田纳西大学药学院药学讲师的邮件列表中。基于先前验证的双因素模型,采用描述性统计、单因素和多因素分析对收集的数据进行分析。结果:96份问卷中,64份(66.7%)完整可用。在被评估的接受和抗拒构念中,只有态度和感知行为控制被发现与接受使用显著相关(p = 0.036和p = 0.025),只有过渡成本被发现与抗拒使用显著相关(p = 0.018)。系统供应商和接口集成也与使用的接受度显著相关。这些研究结果表明,态度、感知行为控制和过渡成本可能对药剂师对使用电子病历系统的反应影响最大。结论:医院应重点关注影响EMR使用接受度和抗拒度的具体因素,在选择系统之前,应考虑供应商选择和界面集成水平对使用接受度的影响。
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引用次数: 0
Analyzing the ICD-10-CM Transition and Post-implementation Stages: A Public Health Institution Case Study. ICD-10-CM过渡和实施后阶段分析:公共卫生机构案例研究。
Judith P Monestime, Roger W Mayer, Audrey Blackwood

On October 1, 2015, the International Classification of Diseases, Tenth Revision, Clinical Modification (ICD-10-CM) was incorporated into the US public health system. Because of significant opposition and reservations expressed by stakeholders, while the proposed rule for ICD-10-CM adoption was issued in 2009, the transition did not occur until October 2015. The purpose of this study was to identify conversion initiatives used by a public health institution during the initial and subsequent stages of ICD-10-CM implementation, to help similar institutions address future unfunded healthcare data infrastructure mandates. The data collection for this study occurred from 2015 to 2018, encompassing 20 semistructured interviews with 13 department heads, managers, physicians, and coders. Research findings from this study identified several trends, disruptions, challenges, and lessons learned that might support the industry with strategies to foster success for the transition to future coding revisions (i.e., ICD-11).

2015年10月1日,《国际疾病分类,第十次修订,临床修改》(ICD-10-CM)纳入美国公共卫生系统。由于利益攸关方表示强烈反对和保留,虽然2009年发布了ICD-10-CM通过的拟议规则,但直到2015年10月才进行过渡。本研究的目的是确定公共卫生机构在ICD-10-CM实施的初始和后续阶段使用的转换举措,以帮助类似机构解决未来没有资金支持的医疗保健数据基础设施任务。本研究的数据收集发生在2015年至2018年,包括对13名部门负责人、经理、医生和编码员的20次半结构化访谈。这项研究的研究结果确定了几个趋势、中断、挑战和经验教训,这些趋势、中断和经验教训可能会支持该行业制定战略,以促进向未来编码修订(即ICD-11)的成功过渡。
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引用次数: 0
Challenges of Using ICD-9-CM and ICD-10-CM Codes for Soft-Tissue Sarcoma in Databases for Health Services Research. 在卫生服务研究数据库中使用ICD-9-CM和ICD-10-CM软组织肉瘤编码的挑战。
Lisa M Hess, Yajun E Zhu, Tomoko Sugihara, Yun Fang, Nicholas Collins, Steven Nicol

Objectives: Soft-tissue sarcoma (STS) is a heterogeneous group of rare solid tumors that arise from various soft tissues in the body, such as muscle, fat, nerves, and blood vessels. Current International Classification of Diseases (ICD) coding systems include a set of nonspecific codes for malignancies of connective and soft tissue (ICD-9-CM code 171 and ICD-10-CM code C49). The goal of this study was to evaluate the use of these codes for health services research involving patients with a diagnosis of this rare malignancy.

Methods: Two databases were utilized to explore ICD coding for STS: claims data from Truven MarketScan and electronic medical records (EMRs) from Flatiron Health. Eligible patients from claims data were those with at least two ICD-9-CM codes of 171.x on two different days between July 1, 2004, and March 30, 2014. The treatment patterns of these cases were evaluated for consistency with known therapeutic approaches for STS. Eligible patients from the Flatiron EMR system were those who received olaratumab (a drug indicated only for use in patients diagnosed with STS) after its US Food and Drug Administration approval in October 2016 through the end of the data set (November 2017). ICD-10-CM codes were evaluated for this known STS cohort.

Results: In claims data, 4,159 patients were eligible for inclusion. Although national treatment guidelines include only a limited number of drugs used to treat STS, 98 unique anticancer drugs were identified as being used to treat patients in a claims data cohort. Only 7.7 percent of patients had claims for doxorubicin-based therapy and 3.8 percent had claims for ifosfamide-based therapy as initial treatment for STS, despite these being a standard of care. In the EMR data, 350 patients were eligible; only 170 patients (48.6 percent) had any evidence in the database of a connective or soft-tissue ICD-10-CM malignancy code within 60 days before or after initiation of olaratumab.

Conclusions: ICD coding for STS using the "Malignant neoplasm of connective and soft tissue" code is not reliable as a method to identify patients diagnosed with STS. Although codes reflecting the primary site of disease may have clinical relevance, lack of consistency in ICD coding for the diagnosis and treatment of this disease is a limiting factor in the ability to conduct real-world observational research of this rare disease. In the absence of consistent use of this code, an algorithm needs to be developed and validated to accurately identify patients with STS in these databases.

目的:软组织肉瘤(soft -tissue sarcoma, STS)是一种异质性的罕见实体瘤,起源于人体的各种软组织,如肌肉、脂肪、神经和血管。目前的国际疾病分类(ICD)编码系统包括一组结缔组织和软组织恶性肿瘤的非特异性编码(ICD-9- cm代码171和ICD-10- cm代码C49)。本研究的目的是评估这些代码在涉及诊断为这种罕见恶性肿瘤的患者的卫生服务研究中的使用情况。方法:利用两个数据库对STS进行ICD编码:Truven MarketScan的索赔数据和Flatiron Health的电子病历(EMRs)。理赔数据中符合条件的患者为至少两个ICD-9-CM代码为171的患者。x在2004年7月1日和2014年3月30日的两个不同的日子。评估这些病例的治疗模式是否与已知的STS治疗方法一致。Flatiron EMR系统的合格患者是那些在2016年10月美国食品和药物管理局批准后接受olaratumab(一种仅用于诊断为STS的患者的药物)的患者(2017年11月)。对这一已知STS队列进行ICD-10-CM编码评估。结果:在索赔数据中,4159例患者符合纳入条件。尽管国家治疗指南只包括有限数量的用于治疗STS的药物,但在一项索赔数据队列中,98种独特的抗癌药物被确定用于治疗患者。只有7.7%的患者要求以阿霉素为基础的治疗,3.8%的患者要求以异环磷酰胺为基础的治疗作为STS的初始治疗,尽管这些是标准治疗。在EMR数据中,有350名患者符合条件;只有170名患者(48.6%)在开始使用奥拉拉单抗之前或之后的60天内在数据库中有结缔组织或软组织ICD-10-CM恶性肿瘤代码的证据。结论:使用“恶性肿瘤结缔组织和软组织”编码的ICD编码STS作为鉴别STS患者的方法不可靠。尽管反映疾病原发部位的编码可能具有临床相关性,但ICD对该病的诊断和治疗编码缺乏一致性是限制对这种罕见疾病进行实际观察性研究的一个因素。在没有一致使用该代码的情况下,需要开发和验证一种算法,以便在这些数据库中准确识别STS患者。
{"title":"Challenges of Using ICD-9-CM and ICD-10-CM Codes for Soft-Tissue Sarcoma in Databases for Health Services Research.","authors":"Lisa M Hess,&nbsp;Yajun E Zhu,&nbsp;Tomoko Sugihara,&nbsp;Yun Fang,&nbsp;Nicholas Collins,&nbsp;Steven Nicol","doi":"","DOIUrl":"","url":null,"abstract":"<p><strong>Objectives: </strong>Soft-tissue sarcoma (STS) is a heterogeneous group of rare solid tumors that arise from various soft tissues in the body, such as muscle, fat, nerves, and blood vessels. Current International Classification of Diseases (ICD) coding systems include a set of nonspecific codes for malignancies of connective and soft tissue (ICD-9-CM code 171 and ICD-10-CM code C49). The goal of this study was to evaluate the use of these codes for health services research involving patients with a diagnosis of this rare malignancy.</p><p><strong>Methods: </strong>Two databases were utilized to explore ICD coding for STS: claims data from Truven MarketScan and electronic medical records (EMRs) from Flatiron Health. Eligible patients from claims data were those with at least two ICD-9-CM codes of 171.x on two different days between July 1, 2004, and March 30, 2014. The treatment patterns of these cases were evaluated for consistency with known therapeutic approaches for STS. Eligible patients from the Flatiron EMR system were those who received olaratumab (a drug indicated only for use in patients diagnosed with STS) after its US Food and Drug Administration approval in October 2016 through the end of the data set (November 2017). ICD-10-CM codes were evaluated for this known STS cohort.</p><p><strong>Results: </strong>In claims data, 4,159 patients were eligible for inclusion. Although national treatment guidelines include only a limited number of drugs used to treat STS, 98 unique anticancer drugs were identified as being used to treat patients in a claims data cohort. Only 7.7 percent of patients had claims for doxorubicin-based therapy and 3.8 percent had claims for ifosfamide-based therapy as initial treatment for STS, despite these being a standard of care. In the EMR data, 350 patients were eligible; only 170 patients (48.6 percent) had any evidence in the database of a connective or soft-tissue ICD-10-CM malignancy code within 60 days before or after initiation of olaratumab.</p><p><strong>Conclusions: </strong>ICD coding for STS using the \"Malignant neoplasm of connective and soft tissue\" code is not reliable as a method to identify patients diagnosed with STS. Although codes reflecting the primary site of disease may have clinical relevance, lack of consistency in ICD coding for the diagnosis and treatment of this disease is a limiting factor in the ability to conduct real-world observational research of this rare disease. In the absence of consistent use of this code, an algorithm needs to be developed and validated to accurately identify patients with STS in these databases.</p>","PeriodicalId":40052,"journal":{"name":"Perspectives in health information management / AHIMA, American Health Information Management Association","volume":"16 Spring","pages":"1a"},"PeriodicalIF":0.0,"publicationDate":"2019-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6462881/pdf/phim0016-0001c.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"37180438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data Quality Assessment in Emergency Medical Services: What Are the Stakeholders' Perspectives? 急诊医疗服务的数据质量评估:利益相关者的观点是什么?
Mehrnaz Mashoufi, Haleh Ayatollahi, And Davoud Khorasani-Zavareh

Introduction: Emergency care is usually conducted within limited time and with limited resources. During emergency care processes, data quality issues should be taken into account. The aim of this study was to assess the quality of emergency care data from the perspectives of different data stakeholders.

Method: This survey study was conducted in 2017. In this research, the viewpoints of three groups of data stakeholders, including data producers, data collectors, and data consumers, were collected regarding data quality in emergency care services. Data were collected by using a standard information quality assessment questionnaire.

Results: The mean values for each dimension of data quality were as follows: sound data (6.23), dependable data (6.28), useful data (6.30), and usable data (6.35), with 0 being the lowest possible score and 10 being the highest. The role gap analysis suggested a clear gap between data producers and data customers at the university level.

Conclusion: Overall, data quality in emergency medical services was not at a high level. Although data quality was improving, the levels of data completeness, compatibility, and usability were low. To improve the usability of emergency medical service data, more attention should be paid to the dimensions of accuracy, completeness, and consistency of data sources.

简介:急救通常是在有限的时间和有限的资源下进行的。在紧急护理过程中,应考虑到数据质量问题。本研究的目的是从不同数据利益相关者的角度评估急诊护理数据的质量。方法:本调查研究于2017年进行。在本研究中,收集了三组数据利益相关者,包括数据生产者、数据收集者和数据消费者对急诊护理服务数据质量的观点。采用标准信息质量评估问卷收集数据。结果:数据质量各维度的均值为:可靠数据6.23,可靠数据6.28,有用数据6.30,可用数据6.35,0为最低分,10为最高分。角色差距分析表明,在大学层面,数据生产者和数据客户之间存在明显的差距。结论:总体而言,急诊医疗服务的数据质量不高。虽然数据质量在提高,但数据完整性、兼容性和可用性的水平很低。为提高急诊医疗服务数据的可用性,应注重数据源的准确性、完整性和一致性三个维度。
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引用次数: 0
Electronic Health Record Documentation Times among Emergency Medicine Trainees. 急诊医学学员的电子健康记录记录时间
Scott Crawford, Igor Kushner, Radosveta Wells, Stormy Monks

Physicians spend a large portion of their time documenting patient encounters using electronic health records (EHRs). Meaningful Use guidelines have made EHR systems widespread, but they have not been shown to save time. This study compared the time required to complete an emergency department note in two different EHR systems for three separate video-recorded standardized simulated patient encounters. The total time needed to complete documentation, including the time to write and order the initial history, physical exam, and diagnostic studies, and the time to provide medical decision making and disposition, were recorded and compared by trainee across training levels. The only significant difference in documentation time was by classification, with second- and third-year trainees being significantly faster in documenting on the Cerner system than fourth-year medical student and first-year trainees (F = 8.36, p < .001). Level of training and experience with a system affected documentation time.

医生花费大量时间使用电子健康记录(EHRs)记录病人的就诊情况。《有意义使用指南》使电子病历系统得到广泛应用,但并没有证明它们能节省时间。这项研究比较了在两种不同的电子病历系统中完成一份急诊科记录所需的时间,这些系统分别记录了三种不同的标准化模拟病人遭遇的视频。完成记录所需的总时间,包括书写和订购初始病史、体检和诊断研究的时间,以及提供医疗决策和处置的时间,记录下来并在不同培训级别的受训者之间进行比较。记录时间的唯一显著差异是通过分类,二年级和三年级实习生在Cerner系统上的记录速度明显快于四年级和一年级实习生(F = 8.36, p < .001)。系统的培训水平和经验会影响文档编制时间。
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引用次数: 0
The Expanding Role of Clinical Documentation Improvement Programs in Research and Analytics. 临床文献改进计划在研究和分析中的作用日益扩大。
Howard Rodenberg, Lynn Shay, Karen Sheffield, Yojanna Dange

The future of clinical documentation improvement (CDI) will require expanding the reach of CDI programs into new areas of expertise because the traditional realms of CDI work are increasingly becoming automated. CDI-based research and analytics can serve as a means for demonstrating continued value to an institution. We present four studies as examples of these efforts. We explored the use of claims data to determine whether a clinical condition meets the criteria for a secondary diagnosis and to evaluate whether a clinical problem should be elevated to the status of a comorbid or complicating condition. We demonstrated a way in which CDI professionals can evaluate the impacts of changes in clinical definitions, and we explored how CDI can work with other institutional programs to decrease length of stay. We believe that these models may serve as a springboard within institutions and among the larger CDI community to make research and analytics a foundation of future CDI activities.

临床文档改进(CDI)的未来需要将CDI项目扩展到新的专业领域,因为CDI工作的传统领域正日益自动化。基于cdi的研究和分析可以作为向机构展示持续价值的一种手段。我们提出四项研究作为这些努力的例子。我们探索了使用索赔数据来确定临床状况是否符合二次诊断的标准,并评估是否应将临床问题提升为合并症或并发症。我们展示了CDI专业人员评估临床定义变化的影响的方法,并探索了CDI如何与其他机构项目合作以减少住院时间。我们相信这些模型可以作为机构内部和更大的CDI社区的跳板,使研究和分析成为未来CDI活动的基础。
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引用次数: 0
Toward the Design of an Engagement Tool for Effective Electronic Health Record Adoption. 设计有效电子健康记录采用的参与工具。
Subrata Acharya, Niya Werts

As healthcare systems continue to expand their use of electronic health records (EHRs), barriers to robust and successful engagement with such systems by stakeholders remain tenacious. To this effect, this research presents the results of a survey tool utilizing both original and modified constructs from the Consolidated Framework for Implementation Research to assess key points of engagement barriers and potential points of intervention for stakeholders of EHRs in a large-scale healthcare organization (500-bed level II regional trauma center). Based on the extensive assessment, the paper presents recommendations for the utility of engagement process modeling and discusses how intervention opportunities can be used to mitigate engagement barriers.

随着医疗保健系统继续扩大其电子健康记录(EHRs)的使用,利益相关者与此类系统进行稳健和成功参与的障碍仍然存在。为此,本研究展示了一项调查工具的结果,该工具使用了实施研究统一框架的原始和修改结构,以评估大型医疗保健组织(500张床位的二级区域创伤中心)中电子病历利益相关者的参与障碍关键点和潜在干预点。基于广泛的评估,本文提出了参与过程建模的实用建议,并讨论了如何利用干预机会来减轻参与障碍。
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引用次数: 0
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Perspectives in health information management / AHIMA, American Health Information Management Association
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