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Association between 340B contract pharmacy growth and payer-specific drug coverage. 340B合同药房增长与付款人特定药物覆盖之间的关系。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-01 DOI: 10.37765/ajmc.2026.89882
Sayeh Nikpay, Claire McGlave

The 340B Drug Pricing Program entitles participating hospitals and clinics (called covered entities ) to purchase outpatient drugs at a substantial discount from manufacturers. Covered entities either distribute 340B drugs at reduced prices to patients or generate a subsidy by charging insured patients market prices for discounted drugs. Drugs purchased through 340B accounted for $66 billion in 2023, with approximately one-fifth of this sum coming from sales through unaffiliated community retail pharmacies, called contract pharmacies . We linked data on contract pharmacy locations to Managed Market Surveyor data to describe the markets in which 340B covered entities locate contract pharmacies. We found that the number of contract pharmacies has grown dramatically over the last decade: From 2010 to 2021, the mean share of pharmacies in a county that dispensed 340B drugs increased from 1.5% to 43.7%. Contract pharmacy growth was positively correlated with Medicare and Medicaid coverage and negatively correlated with uninsured and commercial coverage. Although contract pharmacies were positively associated with Medicaid coverage, this relationship was strongest in states that allowed covered entities to dispense 340B drugs to Medicaid patients through a contract pharmacy. Our findings are consistent with those of other studies that covered entities, particularly hospitals, tend to locate contract pharmacies in markets that maximize the 340B subsidy.

340B药品定价计划允许参与的医院和诊所(被称为覆盖实体)从制造商那里以很大的折扣购买门诊药品。参保单位要么以折扣价向患者发放340B药品,要么以折扣价向参保患者收取补贴。2023年,通过3400亿美元购买的药品总额为660亿美元,其中约五分之一来自无关联的社区零售药店,即合同药店。我们将合同药房位置的数据与Managed Market Surveyor数据联系起来,以描述340B覆盖实体所在的合同药房所在的市场。我们发现,在过去十年中,合同药店的数量急剧增长:从2010年到2021年,一个县发放3400b种药品的药店的平均份额从1.5%增加到43.7%。合同药房的增长与医疗保险和医疗补助覆盖率呈正相关,与无保险和商业覆盖率负相关。尽管合同药房与医疗补助计划的覆盖范围呈正相关,但这种关系在允许被覆盖实体通过合同药房向医疗补助计划患者分发340B药物的州最为明显。我们的发现与其他研究一致,这些研究涵盖了实体,特别是医院,倾向于将合同药店定位在最大化340B补贴的市场上。
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引用次数: 0
Assessment of variation in ambulatory cardiac monitoring among commercially insured patients. 商业保险患者动态心脏监测变化的评估。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-01 Epub Date: 2025-08-13 DOI: 10.37765/ajmc.2026.89782
Pierantonio Russo, Henriette Coetzer, Erik M Hendrickson, Kenneth Boyle, Brent Wright

Objectives: Ambulatory cardiac monitors (ACMs) enable heart rhythm monitoring for various durations, including Holter monitors (0-48 hours), long-term continuous monitors (LTCMs; 3-14 days), and external ambulatory event monitors (AEMs; up to 30 days). These devices detect intermittent or asymptomatic arrhythmias that might go unnoticed with a standard electrocardiogram. Previous research has explored variations in ACM use among Medicare beneficiaries. This study assessed the incidence of clinical and economic outcomes among commercially insured patients who had never had an arrhythmia diagnosis and received their first ACM.

Study design: Retrospective cohort study using a large commercial claims database focused on patients without prior arrhythmia diagnoses who received their first ACM between 2016 and 2023.

Methods: Outcomes included new arrhythmia diagnoses, repeat ACM testing, cardiovascular (CV) events, and health care resource use and costs. Results were stratified by major ACM manufacturers using National Provider Identifiers. To minimize confounding, inverse probability of treatment weighting was used to balance covariates, and adjusted regression models were used to evaluate outcomes during follow-up.

Results: Of 428,707 patients meeting inclusion criteria, 36% used LTCMs, 36% used Holter monitors, and 27% used external AEMs. Adjusted analyses showed that a certain LTCM brand was associated with higher odds of a new arrhythmia diagnosis, fewer retests (except vs AEMs), lower odds of CV events, and less follow-up health care resource use and costs than other ACM types and manufacturers.

Conclusions: Clinical and economic outcomes can vary by ACM type among commercially insured patients. A specific LTCM manufacturer demonstrated superior performance, with greater diagnoses of arrhythmia, fewer repeat tests, and fewer CV events compared with other ACM types and manufacturers.

目的:动态心脏监护仪(ACMs)能够监测各种持续时间的心律,包括霍尔特监护仪(0-48小时)、长期连续监护仪(LTCMs, 3-14天)和外部动态事件监护仪(AEMs,长达30天)。这些装置检测间歇性或无症状的心律失常,这些心律失常可能在标准心电图中被忽视。先前的研究探讨了医疗保险受益人中ACM使用的变化。本研究评估了商业保险患者的临床和经济结果的发生率,这些患者从未有过心律失常诊断并接受了第一次ACM。研究设计:回顾性队列研究,使用大型商业索赔数据库,重点研究2016年至2023年间首次接受ACM治疗的无心律失常诊断的患者。方法:结果包括新的心律失常诊断、重复ACM检测、心血管(CV)事件、医疗资源使用和成本。使用国家供应商标识符对主要ACM制造商的结果进行分层。为了最大限度地减少混杂,采用治疗加权的逆概率来平衡协变量,并使用调整后的回归模型来评估随访期间的结果。结果:在428,707例符合纳入标准的患者中,36%使用ltcm, 36%使用动态心电图仪,27%使用外部AEMs。调整后的分析显示,与其他ACM类型和制造商相比,某一LTCM品牌与新发心律失常诊断的几率更高、复诊次数更少(与AEMs相比除外)、心血管事件发生率更低、随访医疗资源使用和成本更低相关。结论:商业保险患者的临床和经济结果可能因ACM类型而异。与其他ACM类型和制造商相比,特定的LTCM制造商表现出卓越的性能,心律失常的诊断率更高,重复测试更少,CV事件更少。
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引用次数: 0
Howard A. "Skip" Burris III, MD: an oncology pioneer reflects on patients, progress, and purpose. 霍华德。“Skip”Burris III,医学博士:肿瘤学先驱反思患者、进展和目的。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-01 DOI: 10.37765/ajmc.2026.89890
Maggie L Shaw, Howard A Burris

The originator of the phase 1 drug development program at Sarah Cannon Research Institute reflects on his career.

萨拉·坎农研究所第一阶段药物开发项目的发起人回顾了他的职业生涯。
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引用次数: 0
Motivating and enabling factors supporting targeted improvements to hospital-SNF transitions. 激励和支持有针对性地改善医院- snf过渡的因素。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 DOI: 10.37765/ajmc.2026.89873
Taylor I Bucy, John P McHugh, Dori A Cross

Objectives: Older adults with Alzheimer disease and related dementias (ADRD) experience hospital-to-skilled-nursing-facility (SNF) transitions at disproportionate rates, yet it is unclear whether investments in information sharing practices are equitably distributed across SNFs that care for more of these patients. The purpose of this study was to characterize and compare hospital-SNF dyads according to the proportion of patients they share who have diagnosed ADRD and to analyze whether specific motivating (ie, historical readmission rates) and/or enabling (ie, health information exchange [HIE], informal integration) factors are associated with higher-quality information sharing practices relative to the concentration of patients with ADRD.

Study design: Cross-sectional study linking pooled Medicare claims data (2016-2019) to a nationally representative survey (2019-2020) that collected detailed information on how hospitals share information to support postacute care transitions with SNF partners.

Methods: Multivariate linear regression.

Results: Hospital-SNF dyads sharing a high volume of patients with ADRD report information received during transfer to be of similar quality (ie, information is timely, complete, and usable) to low-ADRD dyads, although capacity for HIE still lags. Overall, hospital-SNF dyads that combined informal integration efforts with HIE capabilities fared better with respect to the quality of information shared.

Conclusions: SNFs experiencing high-ADRD referral flows may be working harder than most to manage transitional care without similar availability of resources that enable high-quality handoffs. Policy makers should consider systematic investments in postacute care data sharing standards and payment models that incentivize informal integration efforts to enhance the value of investments in information technology-supported information continuity.

目的:患有阿尔茨海默病和相关痴呆(ADRD)的老年人以不成比例的比率经历了从医院到熟练护理机构(SNF)的转变,但尚不清楚信息共享实践的投资是否在照顾更多这些患者的SNF之间公平分配。本研究的目的是根据他们共享的诊断为ADRD的患者的比例来描述和比较医院- snf双组,并分析特定的激励因素(即历史再入院率)和/或使能因素(即健康信息交换[HIE],非正式整合)是否与相对于ADRD患者的集中的高质量信息共享实践相关。研究设计:横断面研究将合并的医疗保险索赔数据(2016-2019)与一项具有全国代表性的调查(2019-2020)联系起来,该调查收集了有关医院如何与SNF合作伙伴共享信息以支持急性后护理过渡的详细信息。方法:多元线性回归。结果:医院- snf双组共享了大量的ADRD患者报告信息,在转移过程中接收到的信息与低ADRD双组具有相似的质量(即信息及时、完整和可用),尽管HIE的能力仍然滞后。总体而言,将非正式整合工作与HIE功能相结合的医院- snf组合在共享信息质量方面表现更好。结论:经历高adrd转诊流的snf可能比大多数人更努力地管理过渡性护理,而没有类似的可用资源来实现高质量的移交。政策制定者应考虑对急性病后护理数据共享标准和支付模式进行系统投资,以激励非正式整合工作,从而提高信息技术支持的信息连续性投资的价值。
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引用次数: 0
Telehealth for primary and preventive care among food-insecure individuals. 为粮食不安全人群提供初级和预防性保健的远程保健。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 DOI: 10.37765/ajmc.2026.89867
Bidisha Mandal

Objectives: Using data from the 2020-2022 Medical Expenditure Panel Survey, we examined the relationship among food insecurity, access to a usual source of care, and telehealth utilization across 4 types of office-based and outpatient visits: general checkup, diagnosis or treatment, psychotherapy or mental health counseling, and follow-up or postoperative care.

Study design: Retrospective analysis of nationally representative data.

Methods: The study employed logistic regression models for access to care, Poisson models for annual visit counts, and 2-stage Heckman selection models for telehealth utilization and associated expenditures.

Results: Food-insecure individuals had a 7.2% lower rate of annual visits (in-person and telehealth combined) than their food-secure counterparts. Food insecurity was associated with a 1.7-percentage point increase in the share of telehealth visits. Among individuals with a usual source of care, food insecurity was linked to higher telehealth use as travel time increased: 2.6 percentage points higher with 15 to 30 minutes of travel time, and 4 percentage points higher for travel times exceeding 30 minutes. Additionally, each 1-percentage point increase in telehealth share corresponded to a $117.64 reduction in health care expenditures per visit.

Conclusions: These findings highlight significant disparities in health care utilization based on food security status in the US. Even after accounting for geographic access, food insecurity remains strongly associated with reduced health care use. It is important to test whether integrating food insecurity screening in health care settings and developing hybrid telehealth models (eg, mobile clinics) may help close gaps in access and improve outcomes for food-insecure populations.

目的:利用2020-2022年医疗支出小组调查的数据,我们研究了食品不安全、获得常规护理来源和远程医疗利用之间的关系,包括四种类型的办公室和门诊就诊:一般检查、诊断或治疗、心理治疗或心理健康咨询,以及随访或术后护理。研究设计:对具有全国代表性的数据进行回顾性分析。方法:采用logistic回归模型分析医疗服务可及性,采用泊松模型分析年就诊次数,采用两阶段Heckman选择模型分析远程医疗利用和相关支出。结果:粮食不安全个体的年出诊率(面对面和远程医疗相结合)比粮食安全个体低7.2%。粮食不安全与远程保健就诊比例增加1.7个百分点有关。在拥有通常医疗来源的个人中,随着旅行时间的增加,粮食不安全与远程医疗使用的增加有关:旅行时间为15至30分钟的人高出2.6个百分点,旅行时间超过30分钟的人高出4个百分点。此外,远程保健份额每增加1个百分点,每次就诊的保健支出就减少117.64美元。结论:这些发现突出了美国基于食品安全状况的医疗保健利用的显著差异。即使考虑到地理上的可及性,粮食不安全仍与卫生保健使用减少密切相关。重要的是要检验在卫生保健环境中纳入粮食不安全筛查和开发混合远程保健模式(例如,流动诊所)是否有助于缩小获取粮食不安全人口方面的差距并改善结果。
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引用次数: 0
Specialty and operator status influence electronic health record use variation. 专业和操作人员的身份影响电子病历的使用变化。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 DOI: 10.37765/ajmc.2026.89874
Phillip D Jenkins, Gary Grunkemeier, Elizabeth Weirich, An Dinh, Ruchi Thanawala, Jeffrey A Gold, Julie Doberne

Objectives: Electronic health record (EHR) systems are central to modern practice yet contribute to physician workload and burnout. Metrics such as documentation timeliness, efficiency, and after-hours "pajama time" are increasingly used to assess provider performance, but variation across procedural roles and specialties remains understudied.

Study design: Cross-sectional study.

Methods: We analyzed 23 months of provider-level EHR data from a single academic health system. Providers with more than 0 operative notes were classified as operators. Six standardized metrics-delayed visit closure, delayed discharge note signing, delayed cosign and verbal order completion, delayed review of high-priority results, mean pajama time, and an institutional proficiency score-were compared between operators and nonoperators using Welch t tests. Subgroup analyses were performed within medicine, obstetrics-gynecology (ob-gyn), and pediatrics. Additional operator comparisons across 6 procedural specialties used analysis of variance.

Results: Of 2516 providers, 724 (28.8%) were operators. Operators had higher rates of delayed cosign (9.5% vs 5.7%; P < .001) and verbal order completion (20.5% vs 17.1%; P = .003) but similar pajama time and proficiency compared with nonoperators. In medicine, operators had lower pajama time than nonoperators (21.8 vs 29.2 minutes; P = .006). In pediatrics, operators had fewer delayed discharge notes (P = .035). In ob-gyn, operators showed fewer verbal order and result review delays but higher proficiency and more delayed discharge notes (all P < .05). Among procedural specialties, ophthalmology operators had the highest proficiency yet greater delays across timeliness metrics (all P < .05).

Conclusions: EHR utilization varies by procedural status and specialty, underscoring the need for workflow-specific optimization rather than uniform performance benchmarks.

目的:电子健康记录(EHR)系统是核心的现代实践,但有助于医生的工作量和倦怠。诸如文档及时性、效率和下班后的“睡衣时间”等度量标准越来越多地用于评估提供者的绩效,但是程序角色和专业之间的差异仍未得到充分研究。研究设计:横断面研究。方法:我们分析了来自单一学术卫生系统的23个月的提供者级电子病历数据。手术记录在0个以上的提供者被归类为运营商。使用Welch t检验比较了操作人员和非操作人员的六个标准化指标——延迟结束就诊、延迟出院单签署、延迟共同签署和口头订单完成、延迟审查高优先级结果、平均睡衣时间和机构熟练程度得分。亚组分析在医学、妇产科和儿科学中进行。使用方差分析对6个程序专业进行额外的操作符比较。结果:2516名提供者中,724名为操作人员,占28.8%。结论:EHR的利用率因程序状态和专业而异,强调了对特定工作流程优化的需求,而不是统一的性能基准。
{"title":"Specialty and operator status influence electronic health record use variation.","authors":"Phillip D Jenkins, Gary Grunkemeier, Elizabeth Weirich, An Dinh, Ruchi Thanawala, Jeffrey A Gold, Julie Doberne","doi":"10.37765/ajmc.2026.89874","DOIUrl":"https://doi.org/10.37765/ajmc.2026.89874","url":null,"abstract":"<p><strong>Objectives: </strong>Electronic health record (EHR) systems are central to modern practice yet contribute to physician workload and burnout. Metrics such as documentation timeliness, efficiency, and after-hours \"pajama time\" are increasingly used to assess provider performance, but variation across procedural roles and specialties remains understudied.</p><p><strong>Study design: </strong>Cross-sectional study.</p><p><strong>Methods: </strong>We analyzed 23 months of provider-level EHR data from a single academic health system. Providers with more than 0 operative notes were classified as operators. Six standardized metrics-delayed visit closure, delayed discharge note signing, delayed cosign and verbal order completion, delayed review of high-priority results, mean pajama time, and an institutional proficiency score-were compared between operators and nonoperators using Welch t tests. Subgroup analyses were performed within medicine, obstetrics-gynecology (ob-gyn), and pediatrics. Additional operator comparisons across 6 procedural specialties used analysis of variance.</p><p><strong>Results: </strong>Of 2516 providers, 724 (28.8%) were operators. Operators had higher rates of delayed cosign (9.5% vs 5.7%; P < .001) and verbal order completion (20.5% vs 17.1%; P = .003) but similar pajama time and proficiency compared with nonoperators. In medicine, operators had lower pajama time than nonoperators (21.8 vs 29.2 minutes; P = .006). In pediatrics, operators had fewer delayed discharge notes (P = .035). In ob-gyn, operators showed fewer verbal order and result review delays but higher proficiency and more delayed discharge notes (all P < .05). Among procedural specialties, ophthalmology operators had the highest proficiency yet greater delays across timeliness metrics (all P < .05).</p><p><strong>Conclusions: </strong>EHR utilization varies by procedural status and specialty, underscoring the need for workflow-specific optimization rather than uniform performance benchmarks.</p>","PeriodicalId":50808,"journal":{"name":"American Journal of Managed Care","volume":"32 1","pages":"e3-e4"},"PeriodicalIF":2.1,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146068479","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Building trust: public priorities for health care AI labeling. 建立信任:卫生保健人工智能标签的公共优先事项。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 DOI: 10.37765/ajmc.2026.89875
Morgan L Sielaff, Jodyn Platt, Sean Tan, Kerry A Ryan, Paige Nong, Sharon L R Kardia

Objectives: Labeling and the use of model cards have been promoted as ways to increase transparency for multiple end users. This study aimed to identify key content for a health artificial intelligence (AI) tool label based on public perspectives and expectations.

Study design: We used a mixed-methods study design, combining public deliberation and pre-/post surveys to inform participants about AI in health care and gather input on key information for a health AI tool label.

Methods: In 2024, we conducted 5 virtual community deliberations across Michigan, engaging 159 participants in facilitated small-group discussions that were qualitatively coded. Participants completed a 20-minute survey before and after the deliberation to assess changes in knowledge, attitudes, and trust regarding AI in health care.

Results: Participants prioritized information regarding privacy and security, health equity, and safety and effectiveness of AI tools for inclusion on a health AI tool label. An AI label is, therefore, a familiar and transparent mechanism to build trust and address patients' desire for notification.

Conclusions: The findings highlight ethical gaps in using AI in health care settings and the value of publicly informed, patient-centered solutions. There is strong demand for clear, accessible information on how AI tools are used and their risks and benefits. A patient-informed label may address these ethical challenges and improve transparency, trust, and patient-centered communication as AI reshapes health care.

目标:标签和模型卡的使用已被推广为增加多个最终用户透明度的方法。本研究旨在根据公众的观点和期望,确定健康人工智能(AI)工具标签的关键内容。研究设计:我们采用混合方法研究设计,结合公众审议和前后调查,向参与者告知医疗保健中的人工智能,并收集健康人工智能工具标签的关键信息。方法:2024年,我们在密歇根州进行了5次虚拟社区审议,159名参与者参与了促进的小组讨论,这些小组讨论进行了定性编码。参与者在审议前后完成了一项20分钟的调查,以评估有关人工智能在医疗保健方面的知识、态度和信任的变化。结果:参与者优先考虑将有关人工智能工具的隐私和安全、健康公平以及安全性和有效性的信息纳入健康人工智能工具标签。因此,人工智能标签是一种熟悉而透明的机制,可以建立信任并满足患者对通知的渴望。结论:研究结果突出了在卫生保健环境中使用人工智能的伦理差距,以及公开知情、以患者为中心的解决方案的价值。人们强烈需要关于如何使用人工智能工具及其风险和收益的清晰、可获取的信息。在人工智能重塑医疗保健的过程中,患者知情标签可以解决这些道德挑战,提高透明度、信任和以患者为中心的沟通。
{"title":"Building trust: public priorities for health care AI labeling.","authors":"Morgan L Sielaff, Jodyn Platt, Sean Tan, Kerry A Ryan, Paige Nong, Sharon L R Kardia","doi":"10.37765/ajmc.2026.89875","DOIUrl":"10.37765/ajmc.2026.89875","url":null,"abstract":"<p><strong>Objectives: </strong>Labeling and the use of model cards have been promoted as ways to increase transparency for multiple end users. This study aimed to identify key content for a health artificial intelligence (AI) tool label based on public perspectives and expectations.</p><p><strong>Study design: </strong>We used a mixed-methods study design, combining public deliberation and pre-/post surveys to inform participants about AI in health care and gather input on key information for a health AI tool label.</p><p><strong>Methods: </strong>In 2024, we conducted 5 virtual community deliberations across Michigan, engaging 159 participants in facilitated small-group discussions that were qualitatively coded. Participants completed a 20-minute survey before and after the deliberation to assess changes in knowledge, attitudes, and trust regarding AI in health care.</p><p><strong>Results: </strong>Participants prioritized information regarding privacy and security, health equity, and safety and effectiveness of AI tools for inclusion on a health AI tool label. An AI label is, therefore, a familiar and transparent mechanism to build trust and address patients' desire for notification.</p><p><strong>Conclusions: </strong>The findings highlight ethical gaps in using AI in health care settings and the value of publicly informed, patient-centered solutions. There is strong demand for clear, accessible information on how AI tools are used and their risks and benefits. A patient-informed label may address these ethical challenges and improve transparency, trust, and patient-centered communication as AI reshapes health care.</p>","PeriodicalId":50808,"journal":{"name":"American Journal of Managed Care","volume":"32 1","pages":"e18-e24"},"PeriodicalIF":2.1,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146068361","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The health information technology special issue: tracking expansion across settings, technologies, and stakeholders. 卫生信息技术特刊:跟踪跨环境、技术和利益攸关方的扩展。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 DOI: 10.37765/ajmc.2026.89865
Nate C Apathy

A letter from the guest editor introduces this year's Health Information Technology issue, which explores 4 key themes driving health care's digital transformation from basic automation to human-centered integration.

来自客座编辑的一封信介绍了今年的《健康信息技术》问题,探讨了推动医疗保健从基本自动化向以人为本的集成数字化转型的4个关键主题。
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引用次数: 0
Ambient AI tool adoption in US hospitals and associated factors. 美国医院环境人工智能工具的采用及其相关因素
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 DOI: 10.37765/ajmc.2026.89876
Freddie Yang, Ilana Graetz

Objectives:  To estimate the prevalence of ambient artificial intelligence (AI) documentation tool adoption among US hospitals using Epic electronic health record (EHR) systems and to identify hospital characteristics associated with adoption.​ Study Design: Cross-sectional observational study of US hospitals using Epic.​ Methods: Among a national sample of US hospitals using Epic, we assessed ambient AI adoption using Epic Showroom (June 2025) to identify eligible ambient applications and health systems that had implemented or were implementing these applications. We linked adoption data to hospital characteristics from the American Hospital Association Annual Survey (2012-2023; most recent response per hospital) and estimated multivariable logistic regression models with robust SEs clustered at the domain level, reporting adjusted predicted probabilities (margins).​ Results: Among 6561 US hospitals, 2784 (42.4%) were Epic users. Among Epic hospitals, 62.6% adopted ambient AI. In adjusted analyses, adoption was higher across workload quartiles (61.7% in quartile [Q] 1 vs 73.1% in Q4; P = .003) and among hospitals in the top operating margin quartiles (58.0% in Q1 vs 67.6% in Q4; P = .001 vs Q1). Adoption was higher among metropolitan hospitals (64.7% vs 54.3% in nonmetropolitan hospitals; P = .012) and nonprofit hospitals (70.2% vs 28.8% in for-profit hospitals; P < .001).​ Conclusions: Ambient AI documentation tools were widely adopted among US hospitals using Epic EHR systems, with adoption associated with workload, financial performance, ownership, and select structural characteristics. These patterns suggest potential for uneven diffusion across hospitals and underscore the need for research on impacts on clinician outcomes, care quality, and equity.

目的:评估使用Epic电子健康记录(EHR)系统的美国医院采用环境人工智能(AI)文档工具的流行程度,并确定与采用相关的医院特征。研究设计:美国医院使用Epic的横断面观察研究。方法:在使用Epic的美国医院的全国样本中,我们使用Epic Showroom(2025年6月)评估了环境人工智能的采用情况,以确定合格的环境应用程序和已经实施或正在实施这些应用程序的卫生系统。我们将采用数据与来自美国医院协会年度调查(2012-2023;每家医院的最新响应)的医院特征联系起来,并估计了多变量逻辑回归模型,该模型具有在域水平聚集的稳健se,报告调整后的预测概率(边际)。结果:在美国6561家医院中,2784家(42.4%)是Epic用户。在Epic医院中,62.6%采用了环境人工智能。在调整后的分析中,工作负荷四分位数的采用率更高(四分位数[Q] 1为61.7%,第四季度为73.1%;P =。003)和最高营业利润率四分位数的医院(第一季度为58.0%,第四季度为67.6%;P =。001 vs Q1)。城市医院的采用率较高(64.7%比54.3%);012)和非营利性医院(70.2% vs营利性医院28.8%)
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引用次数: 0
Telehealth intervention by pharmacists collaboratively enhances hypertension management and outcomes. 药剂师远程医疗干预协同提高高血压管理和结果。
IF 2.1 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 DOI: 10.37765/ajmc.2026.89868
Daniel Wolverton, Debbie Liang, Liang Zhao, Diana Hill, Rachel Henderson, Leigh L Foushee

Objective: To evaluate the impact of a centralized pharmacist-led telehealth model utilizing home blood pressure monitoring (HBPM) readings on hypertension quality measure pass rates and blood pressure reduction at 3 and 6 months.

Study design: Retrospective observational cohort study.

Methods: Adults with uncontrolled hypertension (≥ 140/90 mm Hg) were identified through a centralized outreach model. Patients who completed a visit with a pharmacist comprised the intervention group; those who were not reached or who declined were included in the usual care group. Pharmacists met with patients via telehealth appointments and sent recommendations to their providers.

Results: A total of 1776 patients were included: 179 patients in the intervention group and 1597 patients in usual care. The mean age was 56 years (95% CI, 55.7-57.0 years), with approximately half identifying as female (47.6%-53.1%). The intervention group had a higher proportion of Black patients (53.1% vs 37.3%; P = .0002) and a higher mean Elixhauser Comorbidity Index score (2.93 vs 2.54; P = .0016). Patients in the pharmacist intervention group were more likely to pass the Healthcare Effectiveness Data and Information Set Controlling Blood Pressure measure (2022: OR, 1.78; P = .014; 2023: OR, 1.75; P = .014). Greater systolic blood pressure reductions in the intervention group vs usual care were observed at both 3 months (-12.69 vs -5.69 mm Hg; P < .0001) and 6 months (-13.87 vs -9.05 mm Hg; P = .001).

Conclusions: Participating in telehealth visits integrating HBPM readings with a pharmacist between primary care visits significantly improves blood pressure control. Pharmacists play a critical role in actively engaging patients and optimizing medication therapy in team-based care for chronic hypertension management.

目的:评价集中药师主导的远程医疗模式利用家庭血压监测(HBPM)读数对3个月和6个月高血压质量测量合格率和血压下降的影响。研究设计:回顾性观察队列研究。方法:通过集中外展模型确定未控制高血压(≥140/90 mm Hg)的成人。完成与药剂师的访问的患者组成干预组;那些没有被联系到或拒绝的人被纳入常规护理组。药剂师通过远程医疗预约与患者会面,并向他们的提供者发送建议。结果:共纳入患者1776例:干预组179例,常规护理组1597例。平均年龄为56岁(95% CI, 55.7-57.0岁),其中约一半为女性(47.6%-53.1%)。干预组黑人患者比例较高(53.1% vs 37.3%; P =。0002)和更高的Elixhauser共病指数平均得分(2.93 vs 2.54; P = 0.0016)。药师干预组患者更有可能通过医疗保健有效性数据和信息集控制血压测量(2022年:OR, 1.78; P = 0.014; 2023年:OR, 1.75; P = 0.014)。与常规护理组相比,干预组在3个月时的收缩压降低幅度更大(-12.69 mm Hg vs -5.69 mm Hg); P结论:在初级保健就诊之间与药剂师一起进行远程医疗就诊并整合HBPM读数,可显著改善血压控制。在以团队为基础的慢性高血压管理护理中,药剂师在积极参与患者和优化药物治疗方面发挥着关键作用。
{"title":"Telehealth intervention by pharmacists collaboratively enhances hypertension management and outcomes.","authors":"Daniel Wolverton, Debbie Liang, Liang Zhao, Diana Hill, Rachel Henderson, Leigh L Foushee","doi":"10.37765/ajmc.2026.89868","DOIUrl":"10.37765/ajmc.2026.89868","url":null,"abstract":"<p><strong>Objective: </strong>To evaluate the impact of a centralized pharmacist-led telehealth model utilizing home blood pressure monitoring (HBPM) readings on hypertension quality measure pass rates and blood pressure reduction at 3 and 6 months.</p><p><strong>Study design: </strong>Retrospective observational cohort study.</p><p><strong>Methods: </strong>Adults with uncontrolled hypertension (≥ 140/90 mm Hg) were identified through a centralized outreach model. Patients who completed a visit with a pharmacist comprised the intervention group; those who were not reached or who declined were included in the usual care group. Pharmacists met with patients via telehealth appointments and sent recommendations to their providers.</p><p><strong>Results: </strong>A total of 1776 patients were included: 179 patients in the intervention group and 1597 patients in usual care. The mean age was 56 years (95% CI, 55.7-57.0 years), with approximately half identifying as female (47.6%-53.1%). The intervention group had a higher proportion of Black patients (53.1% vs 37.3%; P = .0002) and a higher mean Elixhauser Comorbidity Index score (2.93 vs 2.54; P = .0016). Patients in the pharmacist intervention group were more likely to pass the Healthcare Effectiveness Data and Information Set Controlling Blood Pressure measure (2022: OR, 1.78; P = .014; 2023: OR, 1.75; P = .014). Greater systolic blood pressure reductions in the intervention group vs usual care were observed at both 3 months (-12.69 vs -5.69 mm Hg; P < .0001) and 6 months (-13.87 vs -9.05 mm Hg; P = .001).</p><p><strong>Conclusions: </strong>Participating in telehealth visits integrating HBPM readings with a pharmacist between primary care visits significantly improves blood pressure control. Pharmacists play a critical role in actively engaging patients and optimizing medication therapy in team-based care for chronic hypertension management.</p>","PeriodicalId":50808,"journal":{"name":"American Journal of Managed Care","volume":"32 1","pages":"23-29"},"PeriodicalIF":2.1,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146068518","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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