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Designing Equitable Health Care Outreach Programs From Machine Learning Patient Risk Scores. 从机器学习患者风险评分设计公平的医疗保健外展计划。
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221098831
Christopher A Hane, Melanie Wasserman

There is growing interest in ensuring equity and guarding against bias in the use of risk scores produced by machine learning and artificial intelligence models. Risk scores are used to select patients who will receive outreach and support. Inappropriate use of risk scores, however, can perpetuate disparities. Commonly advocated solutions to improve equity are nontrivial to implement and may not pass legal scrutiny. In this article, we introduce pragmatic tools that support better use of risk scores for more equitable outreach programs. Our model output charts allow modeling and care management teams to see the equity consequences of different threshold choices and to select the optimal risk thresholds to trigger outreach. For best results, as with any health equity tool, we recommend that these charts be used by a diverse team and shared with relevant stakeholders.

在使用机器学习和人工智能模型生成的风险评分时,确保公平和防范偏见的兴趣越来越大。风险评分用于选择接受外展和支持的患者。然而,不恰当地使用风险评分会使差距永久化。通常提倡的改善公平的解决方案很难实施,而且可能无法通过法律审查。在本文中,我们介绍了实用的工具,这些工具支持更好地使用风险评分来实现更公平的外展计划。我们的模型输出图表允许建模和护理管理团队看到不同阈值选择的公平结果,并选择最佳风险阈值来触发外展。与任何卫生公平工具一样,为了获得最佳结果,我们建议由不同的团队使用这些图表,并与相关利益攸关方共享。
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引用次数: 0
Identifying Nursing Homes With Diverse Racial and Ethnic Resident Compositions: The Importance of Group Heterogeneity and Geographic Context. 识别不同种族和民族居民组成的养老院:群体异质性和地理环境的重要性。
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221134870
John R Bowblis, Odichinma Akosionu, Weiwen Ng, Tetyana P Shippee

Racial/ethnic composition of nursing home (NH) plays a particularly important role in NH quality. A key methodological issue is defining when an NH serves a low versus high proportion of racially/ethnically diverse residents. Using the Minimum Data Set from 2015 merged with Certification and Survey Provider Enhanced Reports, we calculated the racial/ethnic composition of U.S.-based NHs for Black or Hispanic residents specifically, and a general Black, Indigenous, and People of Color (BIPOC) grouping for long-stay residents. We examined different definitions of having a high racial/ethnic composition by varying percentile thresholds of composition, state-specific and national thresholds, and restricting composition to BIPOC residents as well as only Black and Hispanic residents. NHs with a high racial/ethnic composition have different facility characteristics than the average NH. Based on this, we make suggestions for how to identify NHs with diverse racial/ethnic resident compositions.

养老院(NH)的种族/民族构成在养老院质量中起着特别重要的作用。一个关键的方法论问题是,确定国家健康研究所服务的是低比例还是高比例的种族/民族多样化居民。使用2015年的最小数据集与认证和调查提供者增强报告合并,我们计算了美国黑人或西班牙裔居民的国民保健服务的种族/民族组成,以及长期居住居民的一般黑人,土著和有色人种(BIPOC)分组。我们通过不同的百分位数构成阈值、州特定阈值和国家阈值,以及限制BIPOC居民以及黑人和西班牙裔居民的构成,研究了具有高种族/民族构成的不同定义。具有高种族/民族成分的国民保健制度与平均国民保健制度具有不同的设施特征。在此基础上,我们对如何识别不同种族/民族居民组成的NHs提出了建议。
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引用次数: 0
Conceptual Framework for Integrating Family Caregivers Into the Health Care Team: A Scoping Review. 将家庭照顾者纳入卫生保健团队的概念框架:范围审查。
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221118435
Minakshi Raj, Amber L Stephenson, Matthew J DePuccio, Erin E Sullivan, Will Tarver, Bram Fleuren, Samuel C Thomas, Ann Scheck McAlearney

More than 80% of family care partners of older adults are responsible for coordinating care between and among providers; yet, their inclusion in the health care delivery process lacks recognition, coordination, and standardization. Despite efforts to include care partners (e.g., through informal or formal proxy access to their care recipient's patient portal), policies and procedures around care partner inclusion are complex and inconsistently implemented. We conducted a scoping review of peer-reviewed articles published from 2015 to 2021 and reviewed a final sample of 45 U.S.-based studies. Few articles specifically examine the inclusion of care partners in health care teams; those that do, do not define or measure care partner inclusion in a standardized way. Efforts to consider care partners as "partners" rather than "visitors" require further consideration of how to build health care teams inclusive of care partners. Incentives for health care organizations and providers to practice inclusive team-building may be required.

80%以上的老年人家庭护理伙伴负责协调提供者之间的护理;然而,将她们纳入卫生保健服务过程缺乏承认、协调和标准化。尽管努力将护理伙伴包括在内(例如,通过非正式或正式的代理访问其护理对象的患者门户网站),但围绕纳入护理伙伴的政策和程序是复杂的,并且执行不一致。我们对2015年至2021年发表的同行评议文章进行了范围审查,并审查了45项美国研究的最终样本。很少有文章专门研究将护理伙伴纳入卫生保健团队;那些这样做的,没有以标准化的方式定义或衡量护理伙伴纳入。将护理伙伴视为"伙伴"而不是"访客"的努力需要进一步考虑如何建立包括护理伙伴在内的保健团队。可能需要鼓励卫生保健组织和提供者实践包容性团队建设。
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引用次数: 2
Dentists Who Participate in Medicaid: Who They Are, Where They Locate, How They Practice. 参加医疗补助的牙医:他们是谁,他们在哪里,他们如何执业。
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221108751
Kamyar Nasseh, Chelsea Fosse, Marko Vujicic

Low utilization of dental services among low-income individuals and racial minorities reflects pervasive inequities in U.S. health care. There is limited research determining common characteristics among dentists who participate in Medicaid or the Children's Health Insurance Program. Using detailed Medicaid claims data and a provider database, we estimate that among dentists with 100 or more pediatric Medicaid patients, 48% practice in high-poverty areas, 10% practice in rural areas, and 29% work in large practices (11 or more dentists). Among those with zero Medicaid patients, 18% practice in high-poverty areas, 4% practice in rural areas, and 11% work in large practices. We found that dentist race/ethnicity has an independent effect on Medicaid participation even when adjusting for community characteristics, meaning non-White dentists are more likely to treat Medicaid patients, regardless of the median income or racial/ethnic profile of the community.

低收入人群和少数族裔对牙科服务的低利用率反映了美国医疗保健中普遍存在的不平等。关于参加医疗补助计划或儿童健康保险计划的牙医的共同特征的研究有限。使用详细的医疗补助索赔数据和提供者数据库,我们估计在拥有100名或更多儿科医疗补助患者的牙医中,48%在高贫困地区执业,10%在农村地区执业,29%在大型诊所(11名或更多牙医)工作。在没有医疗补助的患者中,18%在高贫困地区执业,4%在农村地区执业,11%在大型诊所工作。我们发现,即使在调整社区特征时,牙医的种族/民族对医疗补助的参与也有独立的影响,这意味着非白人牙医更有可能治疗医疗补助患者,无论收入中位数或社区的种族/民族特征如何。
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引用次数: 5
Goal Setting and Health-Related Outcomes in Chronic Diseases: A Systematic Review and Meta-Analysis of the Literature From 2000 to 2020. 慢性病的目标设定和健康相关结局:2000 - 2020年文献的系统回顾和荟萃分析
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221113228
Zahra Tabaei-Aghdaei, Janet R McColl-Kennedy, Leonard V Coote

Identifying and synthesizing recent empirical research on goal setting among adults with chronic disease is the focus of this article. The article has two phases: Phase 1, a thematic analysis with machine reading of the data and manual thematic analysis, and Phase 2, a quantitative meta-analysis. Qualitative, quantitative, and mixed-method studies are included in Phase 1 (99 papers). Phase 2 includes only quantitative studies (75 papers). Five main themes are identified: (a) the effect of goal characteristics on health-related outcomes, (b) the effect of goal setting on health-related outcomes, (c) the effect of goal achievement on health-related outcomes, (d) goal alignment between patients and health care service providers, and (e) individual and collaborative goal setting of patients and health care service providers. The meta-analysis reveals considerable evidence of an association between goal setting and health-related outcomes.

识别和综合最近的实证研究的目标设定成人慢性疾病是本文的重点。本文分为两个阶段:第一阶段,通过机器阅读数据和手动主题分析进行主题分析;第二阶段,进行定量元分析。第一阶段包括定性、定量和混合方法研究(99篇论文)。第二阶段仅包括定量研究(75篇论文)。确定了五个主要主题:(a)目标特征对健康相关结果的影响,(b)目标设定对健康相关结果的影响,(c)目标实现对健康相关结果的影响,(d)患者和卫生保健服务提供者之间的目标一致性,以及(e)患者和卫生保健服务提供者的个人和协作目标设定。荟萃分析揭示了目标设定与健康相关结果之间存在关联的大量证据。
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引用次数: 2
A Multinational Study of Patient Preferences for How Decisions Are Made in Their Care. 一项关于患者对如何在他们的护理中做出决定的偏好的跨国研究。
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221108749
Rachyl Pines, Nicola Sheeran, Liz Jones, Annika Pearson, Aron H Pamoso, Yin Blair Jin, Maria Benedetti

Inadequate consideration has been given to patient preferences for patient-centered care (PCC) across countries or cultures in our increasingly global society. We examined what 1,698 participants from the United States, Hong Kong, Philippines, and Australia described as important when making health care decisions. Analysis of frequencies following directed content coding of open-ended questions revealed differences in patients' preferences for doctor behaviors and decision-making considerations across countries. Being well informed by their doctor emerged as most important in decision-making, especially in Hong Kong. Participants in Australia and the United States wanted their doctor to meet their emotional needs. The safety and efficacy of treatments were the most common consideration, especially for Hong Kong. Findings suggest that doctors should focus on information exchange and identifying patient concerns about efficacy, lifestyle impact, cost, and recovery speed. Rather than assuming patients prefer shared decision-making, doctors must assess patient's decision control preferences.

在我们日益全球化的社会中,不同国家或文化的患者对以患者为中心的护理(PCC)的偏好考虑不足。我们调查了来自美国、香港、菲律宾和澳大利亚的1698名参与者在做出医疗保健决定时所描述的重要因素。对开放式问题的直接内容编码后的频率进行分析,揭示了各国患者对医生行为和决策考虑的偏好差异。在做决定时,获得医生的充分信息成为最重要的因素,尤其是在香港。澳大利亚和美国的参与者希望他们的医生能满足他们的情感需求。治疗的安全性和有效性是最常见的考虑因素,尤其是在香港。研究结果表明,医生应注重信息交流,并确定患者对疗效、生活方式影响、成本和恢复速度的关注。医生必须评估患者的决策控制偏好,而不是假设患者更喜欢共同决策。
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引用次数: 1
A Comparison of Telemedicine and Office Visit Payments in a Commercially Insured Population. 商业保险人群中远程医疗和办公室就诊费用的比较。
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221113340
Kathleen Carey

In recent years, commercial insurers have been slowly advancing coverage for telemedicine, raising questions regarding payment. Many states now have laws that address telemedicine reimbursement and as of 2019, 10 required full payment parity. Using a large commercial insurance claims database, this study conducted two natural experiments to better understand whether payment parity is effective in driving more telemedicine provision. Payments for common outpatient procedures provided by telemedicine and in offices during 2018-2019 were examined according to whether the service was subject to payment parity. For medical visits, evidence of payment incentives in promoting telemedicine was limited, and for psychotherapy telemedicine payments were comparable or greater than office visit payments. As telemedicine escalated during the COVID-19 peak and continues to grow beyond the pandemic, a valuable message is that payment parity laws may be a less effective strategy for encouraging telemedicine use than presumed by many state policymakers.

近年来,商业保险公司一直在缓慢推进远程医疗的覆盖范围,这引发了有关支付的问题。许多州现在都有解决远程医疗报销问题的法律,截至2019年,有10个州要求全额支付平价。利用大型商业保险索赔数据库,本研究进行了两个自然实验,以更好地了解支付平价是否有效地推动了更多的远程医疗提供。根据远程医疗和办公室在2018-2019年期间提供的常见门诊程序的支付情况,检查该服务是否符合支付平价。对于医疗访问,促进远程医疗支付激励的证据有限,对于心理治疗,远程医疗支付与办公室访问支付相当或更高。随着远程医疗在COVID-19高峰期间不断升级,并在大流行之后继续发展,一个有价值的信息是,在鼓励远程医疗使用方面,支付平价法可能不如许多州政策制定者所认为的那样有效。
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引用次数: 0
The Effects of the Medicaid Expansion on Hospital Utilization, Employment, and Capital. 医疗补助扩大对医院利用、就业和资本的影响。
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221133165
Giacomo Meille, Brady Post

In recent years, hospitals reacted to changes in demand caused by the Affordable Care Act Medicaid expansions. We conducted a difference-in-differences analysis that compared changes to hospital demand and supply in Medicaid expansion and nonexpansion states. We used 2010-2016 data from the American Hospital Association and the Healthcare Cost Report Information System to quantify changes to hospital utilization and characterize how hospitals adjusted labor and capital inputs. During the period studied, the Medicaid expansion was associated with increases in emergency department visits and other outpatient hospital visits. We find strong evidence that hospitals met increases in demand by hiring nursing staff and weaker evidence that they increased hiring of technicians and investments in equipment. We found no evidence that hospitals adjusted hiring of physicians, support staff, or investments in other capital inputs.

近年来,医院对《平价医疗法案》(Affordable Care Act)扩大医疗补助计划(Medicaid)带来的需求变化做出了反应。我们进行了差异中差异分析,比较了医疗补助扩张州和非扩张州的医院需求和供应变化。我们使用来自美国医院协会和医疗成本报告信息系统的2010-2016年数据来量化医院利用率的变化,并描述医院如何调整劳动力和资本投入。在研究期间,医疗补助计划的扩大与急诊室就诊和其他门诊就诊的增加有关。我们发现有力的证据表明,医院通过雇用护理人员来满足需求的增加,而较弱的证据表明,它们增加了对技术人员的雇用和对设备的投资。我们没有发现任何证据表明医院调整了医生、辅助人员的招聘或其他资本投入的投资。
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引用次数: 0
COVID-19 Hospitalization Trends in Rural Versus Urban Areas in the United States. 美国农村与城市地区COVID-19住院趋势
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221111105
Yi Zhu, Caitlin Carroll, Khoa Vu, Soumya Sen, Archelle Georgiou, Pinar Karaca-Mandic

Since the summer of 2020, the rate of coronavirus cases in the United States has been higher in rural areas than in urban areas, raising concerns that patients with coronavirus disease 2019 (COVID-19) will overwhelm under-resourced rural hospitals. Using data from the University of Minnesota COVID-19 Hospitalization Tracking Project and the U.S. Department of Health and Human Services, we document disparities in COVID-19 hospitalization rates between rural and urban areas. We show that rural-urban differences in COVID-19 admission rates were minimal in the summer of 2020 but began to diverge in fall 2020. Rural areas had statistically higher hospitalization rates from September 2020 through early 2021, after which rural-urban admission rates re-converged. The insights in this article are relevant to policymakers as they consider the adequacy of hospital resources across rural and urban areas during the COVID-19 pandemic.

自2020年夏季以来,美国农村地区的冠状病毒病例率一直高于城市地区,这引发了人们对2019年冠状病毒病(COVID-19)患者将使资源不足的农村医院不堪重负的担忧。利用明尼苏达大学COVID-19住院跟踪项目和美国卫生与公众服务部的数据,我们记录了农村和城市地区COVID-19住院率的差异。我们发现,2020年夏季,城乡COVID-19入院率的差异很小,但在2020年秋季开始出现分歧。从2020年9月到2021年初,农村地区的住院率在统计上较高,之后农村和城市的住院率再次趋同。本文的见解与政策制定者有关,因为他们考虑在COVID-19大流行期间农村和城市地区的医院资源是否充足。
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引用次数: 4
Measuring Nursing Home Performance Using Administrative Data. 使用行政数据衡量养老院绩效。
IF 2.5 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-04-01 DOI: 10.1177/10775587221108247
Bram Wouterse, Pieter Bakx, Albert Wong

To improve the quality of nursing home care, reliable estimates of outcomes are essential. Obtaining such estimates requires optimal use of limited data, especially for small homes. We analyze the variation in mortality and hospital admissions across nursing homes in the Netherlands during the years 2010-2013. We use administrative data on all nursing home clients. We apply mixed-effects survival models, empirical Bayes estimation, and machine-learning techniques to optimally use the available longitudinal data. We find large differences in both outcomes across nursing homes, yet the estimates are surrounded by substantial uncertainty. We find no correlation between performance on mortality and avoidable hospital admissions, suggesting that these are related to different aspects of quality. Hence, caution is needed when evaluating the performance of individual nursing homes, especially when the number of outcome indicators is limited.

为了提高养老院护理的质量,可靠的结果估计是必不可少的。要获得这样的估计,需要对有限的数据进行最佳利用,尤其是对小型住宅。我们分析了2010-2013年荷兰各疗养院死亡率和住院率的变化。我们使用所有养老院客户的管理数据。我们应用混合效应生存模型、经验贝叶斯估计和机器学习技术来优化利用可用的纵向数据。我们发现,在不同的养老院,这两种结果存在很大差异,但这些估计存在很大的不确定性。我们发现在死亡率和可避免住院之间没有相关性,这表明它们与质量的不同方面有关。因此,在评估个别养老院的表现时需要谨慎,特别是在结果指标数量有限的情况下。
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引用次数: 3
期刊
Medical Care Research and Review
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