Episode of Care

护理插曲
  • 文章类型: Journal Article
    背景:合并症在医学文献中越来越重要,对诊断的影响越来越大,治疗,预后,管理和医疗保健。这项研究的目的是在三个家庭实践人群中测量初级保健中的偶然和因果合并症。
    方法:这是一项使用过渡项目数据集的纵向观察研究。荷兰的过渡项目家庭医生,马耳他和塞尔维亚使用电子病历和国际初级保健分类记录了护理结构中所有患者接触者的详细信息,收集关于医患关系的所有要素的数据,包括诊断(荷兰1,178,93,606在马耳他,405,150在塞尔维亚),在荷兰观察了158,370个病人年,43,577在马耳他,塞尔维亚的72,673。在一年的数据帧中,使用同一患者中两种情况都是偶然发生或最普遍的比值比来测量合并症,而不是,校正了这种共现的先验概率,在这三个人群中41个联合最普遍(联合前20名)的剧集标题之间。在不同年龄组中探索了特定的关联,以观察随着年龄的增长作为时间或生物梯度的替代,赔率比的变化。
    结果:观察到的合并症的频率高,在人群中临床和统计学上显著的比值比的一致性低,表明与因果关联相比更随意。因果关系预计将在人群中更加一致地表现出来。即使在少数国家之间的赔率比一致且数值较大的情况下,观察到这些关联随着患者年龄的增加而减弱.
    结论:应用公认的检验关联因果关系的标准后,最观察到的初级保健合并症是偶然的,可能是疾病多样性增加的结果。
    背景:这项研究是在阿姆斯特丹大学全科医学系公开提供的电子病历数据集上进行的,并且不涉及任何患者干预。
    BACKGROUND: Comorbidity is increasingly important in the medical literature, with ever-increasing implications for diagnosis, treatment, prognosis, management and health care. The objective of this study is to measure casual versus causal comorbidity in primary care in three family practice populations.
    METHODS: This is a longitudinal observational study using the Transition Project datasets. Transition Project family doctors in the Netherlands, Malta and Serbia recorded details of all patient contacts in an episode of care structure using electronic medical records and the International Classification of Primary Care, collecting data on all elements of the doctor-patient encounter, including diagnoses (1,178,178 in the Netherlands, 93,606 in Malta, 405,150 in Serbia), observing 158,370 patient years in the Netherlands, 43,577 in Malta, 72,673 in Serbia. Comorbidity was measured using the odds ratio of both conditions being incident or rest-prevalent in the same patient in one-year dataframes, as against not, corrected for the prior probability of such co-occurrence, between the 41 joint most prevalent (joint top 20) episode titles in the three populations. Specific associations were explored in different age groups to observe the changes in odds ratios with increasing age as a surrogate for a temporal or biological gradient.
    RESULTS: The high frequency of observed comorbidity with low consistency in both clinically and statistically significant odds ratios across populations indicates more casual than causal associations. A causal relationship would be expected to be manifest more consistently across populations. Even in the minority of cases where odds ratios were consistent between countries and numerically larger, those associations were observed to weaken with increasing patient age.
    CONCLUSIONS: After applying accepted criteria for testing the causality of associations, most observed primary care comorbidity is due to chance, likely as a result of increasing illness diversity.
    BACKGROUND: This study was performed on electronic patient record datasets made publicly available by the University of Amsterdam Department of General Practice, and did not involve any patient intervention.
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  • 文章类型: Journal Article
    RN Braun observed that frequencies of health disorders in general practice are so consistent that he called his discovery \"Case Distribution Law\". Our study compares morbidity data from methodologically similar surveys in primary care practices over a period of fifty years. Frequency ranks were determined for each observation period and the first 150 ranks were compared with Spearman\'s correlation coefficients. All correlations were consistently positive. Frequency ranks were strikingly similar for surveys carried out at approximately the same time, especially when nomenclatural matching had been carried out before data collection. Ranks were also very similar where clear disease classifications were possible, but less so for non-specific symptoms.The consistency of the distribution of health disorders helps develop diagnostic strategies (diagnostic protocols) and appropriate labeling for non-specific, diagnostically open symptom classifications. According to Braun\'s considerations, the regularity of case distribution plays an important role in the professionalization of primary care.
    UNASSIGNED: RN Braun beobachtete, dass Häufigkeiten von Gesundheitsstörungen in der Allgemeinmedizinpraxis so konsistent sind, dass er seine Entdeckung 1955 „Fälleverteilungsgesetz“ nannte. Unsere Studie vergleicht methodisch ähnliche Prävalenzerhebungen aus Hausarztpraxen innerhalb eines Zeitraums von fünfzig Jahren. Für jeden Beobachtungszeitraum wurden Häufigkeitsränge ermittelt und die jeweils ersten 150 Ränge mit den Korrelationskoeffizienten nach Spearman verglichen. Wir fanden insgesamt positive Korrelationen, die Häufigkeitsränge waren besonders ähnlich bei ungefähr zeitgleichen Erhebungen, und wenn vor der Datenerhebung eine nomenklatorische Abgleichung erfolgt war. Auch waren die Ränge sehr ähnlich, wo eindeutige Klassifizierungen möglich waren, hingegen weniger übereinstimmend bei unspezifischen Symptomen.Die Konsistenz der Verteilung der Gesundheitsstörungen ermöglicht es, für die unspezifischen, diagnostisch offenen Symptomklassifizierungen diagnostische Strategien (Programmierte Diagnostik) und adäquate Bezeichnungen zu erarbeiten. Gemäß Brauns Überlegungen spielt damit die Regelmäßigkeit der Fälleverteilung eine wichtige Rolle bei der Professionalisierung der Allgemeinmedizin.
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  • 文章类型: Journal Article
    背景:医学治疗的RSVLRI(下呼吸道感染)的成本对于确定新的RSV免疫病的经济价值至关重要。然而,大多数研究都集中在间歇性RSV遭遇上,不是捕获整个RSV疾病的护理事件。
    方法:我们使用MarketScan®数据(2015-2019)创建了5岁以下儿童的年龄和条件特定队列。我们将汇总的医疗成本与RSV-LRTI事件进行了对比,以确定仅基于RSV特定遭遇的成本。经济负担是通过将每次遭遇或每次发作的费用乘以各自的发病率来估计的。
    结果:无论设置如何,每次发作的平均费用都高于每次发作的平均费用(住院:28,586美元与$18,056和门诊/ED:$2099vs.婴儿$407)。跨越年龄,需要住院治疗的婴儿和RSV-LRTI的经济负担最高,但由于发病率较高,门诊/ED设置的负担比费用高得多(住院患者与门诊发作:$226,403vs.101,269美元;住院vs.门诊病人:$151,878vs.每1000个婴儿年38,819美元)。对于高危儿童,成本和负担高达3-10倍,分别。
    结论:通过按设置和风险状况进行全面分层,与基于事件的估计相比,为政策制定者对新的RSV免疫原的经济评估提供了一个稳健的范围。
    BACKGROUND: The cost of medically attended RSV LRI (lower respiratory infection) is critical in determining the economic value of new RSV immunoprophylaxes. However, most studies have focused on intermittent RSV encounters, not the episode of care that captures the entirety of RSV illness.
    METHODS: We created age- and condition-specific cohorts of children under 5 years of age using MarketScan® data (2015-2019). We contrasted aggregating healthcare costs over RSV-LRTI episodes to ascertaining costs based on RSV-specific encounters only. Economic burden was estimated by multiplying costs per encounter or per episode by their respective incidence rates.
    RESULTS: Average cost was higher per episode than per encounter regardless of settings (inpatient: $28,586 vs. $18,056 and outpatient/ED: $2099 vs. $407 for infants). Across ages, the economic burden was highest for infants and RSV-LRTI requiring inpatient care, but the burden in outpatient/ED settings was disproportionately higher than costs due to higher incidence rates (for inpatient vs. outpatient episodes: $226,403 vs. $101,269; for inpatient vs. outpatient encounters: $151,878 vs. $38,819 per 1000 infant-years). For high-risk children, cost and burden were up to 3-10 times higher, respectively.
    CONCLUSIONS: With a comprehensive stratification by settings and risk condition, the encounter- versus episode-based estimates provide a robust range for policymakers\' economic appraisal of new RSV immunoprophylaxes.
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  • 文章类型: Journal Article
    目的:了解医院在基于商业情节的支付计划中减少支出的方法,并为激励设计提供信息。
    方法:一项解释性序贯混合方法研究的定性部门,该研究涉及对医院领导者的半结构化访谈,这些领导者参与了全州范围的质量改进以及该州最大的商业付款人引入的新颖的基于情节的激励付款。
    方法:我们从8名有目的的挑选中招募了21名领导者,不同的医院,性能高,性能低。基于视频会议的访谈遵循标准化协议,涉及4个领域:选择临床条件进行评估,减少剧集支出的策略,成功获得激励的最佳实践,和成就的障碍。采用有目的的数据减少的快速定性分析来生成研究领域内的关键主题矩阵。
    结果:高绩效医院和低绩效医院的策略相似。选择条件时,一些医院专注于表现不佳的领域,瞄准改进机会,而其他人则选择了已经达到最高效率的条件。许多人试图与其他正在进行的改进计划和临床领域协同作用,并与知名的领导者和冠军。关键战略包括数据驱动的改进,护理标准化,和协议传播。成功的最佳做法包括再入院预防和急性后护理支出控制。
    结论:调查结果强调了医院最常见的策略和方法,对基于商业情节的激励措施的最佳设计提供了一些见解:它们必须足够有利可图以赢得关注或与更大的联邦计划保持一致;医院需要通过提高绩效和持续卓越来取得成功的机会;计划可能会导致医院和有资格的医生之间的不协调。
    To understand hospitals\' approaches to spending reduction in commercial episode-based payment programs and inform incentive design.
    Qualitative arm of an explanatory sequential mixed-methods study involving semistructured interviews with hospital leaders participating in a statewide quality improvement collaborative with novel episode-based incentive payments introduced by the state\'s largest commercial payer.
    We recruited 21 leaders from 8 purposively selected, diverse hospitals with both high and low performance. Video teleconference-based interviews followed a standardized protocol and addressed 4 domains: choice of clinical condition for evaluation, strategies for episode spending reduction, best practices for success in earning incentives, and barriers to achievement. Rapid qualitative analysis with purposeful data reduction was employed to generate a matrix of key themes within the study domains.
    Strategies were similar between high- and low-performing hospitals. When selecting conditions, some hospitals focused on areas of underperformance, aiming for improvement opportunities, whereas others chose conditions already achieving highest efficiency. Many tried to synergize with other ongoing improvement initiatives and clinical areas with established leaders and champions. Key strategies included data-driven improvement, care standardization, and protocol dissemination. Best practices for success included readmission prevention and postacute care spending containment.
    The findings highlighted hospitals\' most common strategies and approaches, providing several insights into optimal design of commercial episode-based incentives: They must be lucrative enough to earn attention or consistent with larger federal programs; hospitals need opportunities to succeed through both improved performance and sustained excellence; and programs may incur malalignment between hospitals and credentialed physicians.
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  • 文章类型: Journal Article
    目标:随着基于价值的护理在美国越来越受欢迎,越来越多的付款人转向外科手术的捆绑支付模式。尽管脊柱的发作费用变化很大,物理治疗(PT)已被确定为90天费用的驱动因素。这项研究的目的是使用捆绑的保险数据评估术后PT对腰椎融合手术后患者报告的结果和成本的影响。
    方法:回顾了2019年至2021年腰椎融合治疗发作(EOC)的捆绑付款信息,城市,三级护理中心。平等机会委员会在手术日期前后有210天的时间,术前30天开始,术后180天结束。根据物理治疗要求的存在,将患者分为物理治疗(PT)和无物理治疗(无PT)组。
    结果:手术结局的双变量分析显示总体并发症发生率相似(p=0.413),30天再入院(p=0.366)和90天再入院(p=0.774)。未参加术后PT的患者术前PCS明显优于术前(p=0.003),术后6个月PCS(p=0.001),与参加术后PT的患者相比,六个月的ΔPCS(p=0.026)。在一年的随访中,未参加PT的患者与参加PT的患者相比,腿部疼痛较少(p=0.041).
    结论:我们的研究发现,腰椎融合术后PT与ODI的明显改善无关,PCS,MCS,或VAS疼痛评分。此外,患者参加PT治疗的次数与这些结局的改善无关.
    OBJECTIVE: As value-based care grows in popularity across the United States, more payers have turned toward bundled payment models for surgical procedures. Though episode costs in spine are highly variable, physical therapy (PT) has been identified as a driver of 90-day cost. The goal of this study is to assess the impact of postoperative PT on patient-reported outcomes and cost after lumbar fusion surgery using bundled insurance data.
    METHODS: Bundled payment information of lumbar fusion episodes-of-care (EOC) from 2019 to 2021 was reviewed at a single, urban, tertiary care center. EOC comprised a 210-day period surrounding the date of the procedure, beginning 30 days preoperatively and ending 180 days postoperatively. Patients were grouped into physical therapy (PT) and no physical therapy (no PT) groups based on the presence of PT claims.
    RESULTS: Bivariate analysis of surgical outcomes revealed similar overall complication rates (P = 0.413), 30-day readmissions (P = 0.366), and 90-day readmissions (P = 0.774). Patients who did not participate in postoperative PT had significantly better preoperative physical component score (PCS) (P = 0.003), 6-month postoperative PCS (P = 0.001), and 6-month ΔPCS (P = 0.026) compared with patients who participated in postoperative PT. At 1-year follow-up, patients who did not participate in PT had less leg pain (P = 0.041) than those who did participate in PT.
    CONCLUSIONS: Our study finds that PT after lumbar fusion is not associated with significant improvement in Oswestry Disability Index, PCS, mental component score, or visual analog scale pain scores. Additionally, the number of PT sessions a patient attends has no correlation with improvement in these outcomes.
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  • 文章类型: Journal Article
    背景:围绕护理事件进行支付是一种激励重大手术后护理利用率下降的方法。我们检查了大型卫生系统中的主要肠道护理事件(MB-EoC)-一般外科手术程序中的焦点-以确定紧急肠道手术对更高的护理成本的贡献。
    方法:对2018年7月至2021年6月的成人MB-EoC病例进行了90天的费用审查,检查患者年龄,保险,诊断,护理费用,和成本的贡献者。对于年龄≥45岁、接受非选择性结肠癌治疗的患者,检查了先前筛查结肠镜检查的发生率。
    结果:我们确定了1292例结肠切除术。平均年龄为65岁。在这些患者中,90%有医疗保险/商业保险。结肠癌占主要诊断的41%。28%的病例是非选择性的,更有可能有医疗补助/保险不足(21%对7%,P<0.001),并且对出院后成本驱动因素的利用率更高。紧急病例与选择性病例的每例90天EoC费用高出66%。在符合条件的紧急癌症病例中,43%(40/93)在10年内接受过结肠镜检查。对于结肠癌患者,急诊病例与择期病例相比,每例90dEoC高出39%。
    结论:紧急MB-EoC病例不成比例地促成了更高的90天护理利用率和成本。在适当人群中增加结肠镜检查筛查的努力可能对MB-EoC成本产生重大影响。
    BACKGROUND: Payment structured around Episodes of Care is a method for incentivizing decreased care utilization after major procedures. We examined Major Bowel Episodes of Care (MB-EoC)-the focus among general surgery procedures-within a large health system to determine the contribution of emergency bowel surgery to higher costs of care.
    METHODS: Adult MB-EoC cases from July 2018 to June 2021 were reviewed for 90-d costs, examining patient age, insurance, diagnosis, cost of care, and contributors to cost. For patients aged ≥45 y who had nonelective care for colon cancer, incidence of prior screening colonoscopy was examined.
    RESULTS: We identified 1292 colectomy cases. Mean age was 65 y. Of these patients, 90% had Medicare/commercial insurance. Colon cancer comprised 41% of primary diagnoses. Twenty-eight percent of cases were nonelective, more likely to have Medicaid/underinsured (21% versus 7%, P < 0.001), and had higher utilization of postdischarge cost-drivers. Ninety-day EoC per case cost was 66% higher for emergent versus elective cases. Of eligible emergency cancer cases, 43% (40/93) had undergone prior colonoscopy within 10 y. For patients with colon cancer, 90-d EoC per case was 39% higher for emergent versus elective cases.
    CONCLUSIONS: Emergency MB-EoC cases disproportionally contribute to higher 90-d care utilization and costs. Efforts to increase screening colonoscopy in appropriate populations may have a substantial impact on MB-EoC costs.
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  • 文章类型: Journal Article
    目的:评估脓毒症90天发作总支出的医院间差异,估计支出的每个组成部分的相对贡献,并确定脓毒症护理事件支出分布的支出驱动因素。
    方法:因败血症而从急性护理医院出院的受益人(n=324,694)的Medicare服务费用索赔,由MS-DRG定义,2014年10月至2018年9月。
    方法:使用医院级别固定效应的多元线性回归来确定90天发作花费的平均医院差异。使用单独的多元线性回归和分位数回归模型来评估整个事件支出分布的支出驱动因素。
    结果:最昂贵的四分位数医院的平均总发作费用为30,500美元,而最便宜的医院为23,150美元(P<0.001)。最昂贵的医院中的障碍护理支出几乎是最便宜的医院的两倍($7,045vs.$3,742),占最昂贵和最便宜的医院之间的事件支出总差异的51%。女性患者,有更多合并症的患者,城市医院,参与BPCI-A的医院与发作支出显着增加有关,在支出分配的右尾,效果越来越大。
    结论:医院间90天脓毒症护理支出的差异主要由急性后护理支出的差异驱动。
    OBJECTIVE: To evaluate inter-hospital variation in 90-day total episode spending for sepsis, estimate the relative contributions of each component of spending, and identify drivers of spending across the distribution of episode spending on sepsis care.
    METHODS: Medicare fee-for-service claims for beneficiaries (n=324,694) discharged from acute care hospitals for sepsis, defined by MS-DRG, between October 2014 and September 2018.
    METHODS: Multiple linear regression with hospital-level fixed effects was used to identify average hospital differences in 90-day episode spending. Separate multiple linear regression and quantile regression models were used to evaluate drivers of spending across the episode spending distribution.
    RESULTS: The mean total episode spending among hospitals in the most expensive quartile was $30,500 compared with $23,150 for the least expensive hospitals ( P <0.001). Postacute care spending among the most expensive hospitals was almost double that of least expensive hospitals ($7,045 vs. $3,742), accounting for 51% of the total difference in episode spending between the most expensive and least expensive hospitals. Female patients, patients with more comorbidities, urban hospitals, and BPCI-A-participating hospitals were associated with significantly increased episode spending, with the effect increasing at the right tail of the spending distribution.
    CONCLUSIONS: Inter-hospital variation in 90-day episode spending on sepsis care is driven primarily by differences in post-acute care spending.
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  • 文章类型: Journal Article
    踝关节骨折是最消耗资源的创伤骨科损伤之一。很少有研究成功评估常见创伤骨科损伤的护理费用(EOCC)。这项研究的目的是确定与踝关节骨折手术治疗相关的EOCC。在加拿大1级创伤中心进行了105例接受孤立性踝关节骨折切开复位内固定的连续患者的回顾性队列研究。护理时间成本是使用基于活动的成本核算框架生成的。在研究机构进行的踝关节骨折手术的全球护理费用中位数为3,487加元[IQR880](2,685美元[IQR616])。60至90岁的患者的中位EOCC明显高于年轻患者(p=0.01)。旋后内收损伤的中位EOCC明显高于其他损伤模式(p=0.01)。在受伤后10天内接受手术的患者的中位EOCC($3,347CAD[582],$2,577USD[448])明显低于受伤后手术延迟10天或更长时间的患者的费用($3,634CAD[776],2798美元[598])(p=0.03)。病人性,麻醉类型,ASA评分和外科医生的研究金培训不影响EOCC。这项研究为踝关节骨折手术治疗中EOCC的预测因素提供了有价值的数据。由于手术时间限制而延迟简单的踝关节骨折病例可能会增加这些骨折对医疗保健系统的总成本和负担。此外,本研究为未来骨科手术中的护理费用分析研究提供了框架.证据级别:三级。
    Ankle fractures are one of the most resource-consuming traumatic orthopedic injuries. Few studies have successfully evaluated the episode-of-care costs (EOCC) of common traumatic orthopedic injuries. The objective of this study was to determine the EOCC associated with the surgical management of ankle fractures. A retrospective cohort study of 105 consecutive patients who underwent open reduction internal fixation of an isolated ankle fracture at a Canadian Level-1 trauma center was conducted. Episode-of-care costs were generated using an activity-based costing framework. The median global episode-of-care cost for ankle fracture surgeries performed at the studied institution was $3,487 CAD [IQR 880] ($2,685 USD [IQR 616]). Patients aged 60 to 90 years had a significantly higher median EOCC than younger patients (p = .01). Supination-adduction injuries had a significantly higher median EOCC than other injury patterns (p = .01). The median EOCC for patients who underwent surgery within 10 days of their injury ($3,347 CAD [582], $2,577 USD [448]) was significantly lower than the cost for patients who had their surgery delayed 10 days or more after the injury ($3,634 CAD [776], $2,798 USD [598]) (p = .03). Patient sex, anesthesia type, ASA score and surgeon\'s fellowship training did not affect the EOCC. This study provides valuable data on predictors of EOCC in the surgical management of ankle fractures. Delaying simple ankle fracture cases due to operating time constraints can increase the total cost and burden of these fractures on the healthcare system. In addition, this study provides a framework for future episode-of-care cost analysis studies in orthopedic surgery.
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  • 文章类型: Journal Article
    国际初级保健分类(ICPC)代表了30多年来衡量初级保健内容的国际标准削减。在其第三次修订过程中,其作者,Wonca国际分类委员会(WICC),将技术工作的主要部分委托给有意成立的财团。然而,在这样的修订过程中,标准分类原则和规则的应用不一致,结果ICPC-3的发布存在重大错误和不一致的结构。
    正式描述和批判性评价ICPC-3的修订过程。
    由WICC内部的一个专家组并由WoncaEurope执行委员会委托对ICPC-3进行的正式审查以节略形式呈现。
    目前提出的ICPC-3介绍了与正式分类原则和规则的重大背离,除了其他重大错误和不一致,所有这些都被列出和描述。
    ICPC-3的重大变化无视分类和概念化标准。ICPC-3现在代表了对国际标准演示文稿的未经测试的背离,没有正式的学术基础。将功能衡量标准直接纳入遇到原因和健康问题的分类中,未能解决这些领域的二分法,系统不能令人满意地解决它们之间的界限和关系。对ICPC-3数据的分析将需要开发和实施替代方案,尚未定义,疾病与健康之间关系的模型。通过包含不同的域而不解决歧义,通过从其他身体系统中分离功能,ICPC-3成为一种内部断裂的仪器。
    UNASSIGNED: The International Classification of Primary Care (ICPC) has represented the international standard reduction for measuring the content of primary care for over 30 years. In the process of its third revision, its authors, the Wonca International Classification Committee (WICC), delegated a major part of the technical work to a purposely formed Consortium. However, in the process of such revision, standard classification principles and rules have been inconsistently applied with the result that ICPC-3 has been published with major errors and an inconsistent structure.
    UNASSIGNED: To formally describe and critically appraise the revision process of ICPC-3.
    UNASSIGNED: The formal review of ICPC-3 performed by an expert group within WICC and commissioned by the Executive Council of Wonca Europe is presented in abridged form.
    UNASSIGNED: ICPC-3 as currently presented introduces major departures from formal classification principles and rules, besides other major errors and inconsistencies, all of which are listed and described.
    UNASSIGNED: Major changes in ICPC-3 defy categorisation and conceptualisation standards. ICPC-3 now represents an untested departure from international standard presentations, without a formal academic base. The direct inclusion of measures of functioning in a classification of reasons for encounter and health problems fails to address the dichotomy of these domains, the boundaries of and relationships between which are not satisfactorily resolved by the system. Analysis of ICPC-3 data will require the development and implementation of alternative, as yet undefined, models of the relationships between disease and health. By including different domains without resolving ambiguity, and by splitting function from other body systems, ICPC-3 becomes an internally fractured instrument.
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  • 文章类型: Journal Article
    电子健康记录系统BUPdata为挪威儿童和青少年心理健康服务(CAMHS)服务了35年以上,仍然是了解临床实践的重要信息来源。临床数据的二次使用可以提高学习和服务质量。我们从探索性数据分析中提供了一些见解,以解释因运动过度障碍而转诊的患者的记录。主要挑战是数据准备,预分析,imputation,和验证。我们总结了主要特点,点异常,并检测错误。结果包括基于12个不同变量的患者转诊多样性的观察。我们在一个单独的护理事件中模拟了这些活动,描述了我们在数据中的临床观察,并讨论了数据分析的挑战。
    The Electronic Health Record system BUPdata served Norwegian Child and Adolescent Mental Health Services (CAMHS) for over 35 years and is still an important source of information for understanding clinical practice. Secondary usage of clinical data enables learning and service quality improvement. We present some insights from explorative data analysis for interpreting the records of patients referred for hyperkinetic disorders. The major challenges were data preparation, pre-analysis, imputation, and validation. We summarize the main characteristics, spot anomalies, and detect errors. The results include observations about the patient referral diversity based on 12 different variables. We modeled the activities in an individual episode of care, described our clinical observations among data, and discussed the challenges of data analysis.
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