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Rural/Urban Disparities in the Availability of Diabetes Prevention Programs in US Hospitals. 美国医院糖尿病预防项目的城乡差异
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-09-28 DOI: 10.1177/21501319251371414
Allyson Hughes, Shyamkumar Sriram, Berkeley Franz, Cory Cronin

Purpose: Type 2 diabetes is a global pandemic, with 1 in 6 people expected to be diagnosed by 2050. The Diabetes Prevention Program (DPP) is an evidence-based program that has been shown to reduce A1c and bolster health outcomes in people with type 2 diabetes and prediabetes, but implementation has been varied, with lower uptake in rural and economically underserved communities. The study assessed whether there are geographic and socioeconomic disparities in the availability of hospital-supported DPPs in the US.

Methods: We assessed DPPs in 3204 general medical hospitals. Data on hospital and county characteristics came from the American Hospital Association (AHA) Annual Survey, the Area Health Resource File, and County Health Rankings. We assessed geographic and socioeconomic differences between hospitals with and without DPPs using t-tests and chi-square tests. Rurality was determined based on the 2013 Rural-Urban Continuum Codes (RUCC). We then conducted a multivariable analysis to assess the relationship between geographic location, socioeconomic characteristics and the presence of a DPP, independent of hospital factors.

Findings: Nearly half (49.3%, n = 1580) of hospitals in the U.S. reported having a DPP in 2021. DPPs were less commonly found in rural counties as well as micropolitan counties when compared to their urban counterparts. After controlling for hospital size and other community characteristics, these disparities disappeared. When including the interaction of hospital size and geographic location, the odds of offering DPPs was higher among large, rural hospitals. DPPs were also less commonly available in counties with more limited food access and in health professions shortage areas.

Conclusions: DPP implementation is less common in rural and underserved areas. The interaction between hospital size and location is helpful for understanding barriers to DPP availability.

目的:2型糖尿病是一种全球性流行病,预计到2050年将有六分之一的人被诊断为2型糖尿病。糖尿病预防项目(DPP)是一个以证据为基础的项目,已被证明可以降低2型糖尿病和前驱糖尿病患者的糖化血红蛋白,改善健康状况,但实施情况各不相同,农村和经济服务不足的社区的使用率较低。该研究评估了美国医院支持的dpp的可用性是否存在地理和社会经济差异。方法:对3204所综合医院的dpp进行评估。医院和县的特征数据来自美国医院协会(AHA)年度调查、地区卫生资源文件和县卫生排名。我们使用t检验和卡方检验评估了有dpp和没有dpp的医院之间的地理和社会经济差异。乡村性是根据2013年城乡连续代码(RUCC)确定的。然后,我们进行了多变量分析,以评估地理位置、社会经济特征和DPP存在之间的关系,独立于医院因素。研究结果:美国近一半(49.3%,n = 1580)的医院报告在2021年进行了DPP。与城市同行相比,dpp在农村县和小城市县不太常见。在控制了医院规模和其他社区特征后,这些差异消失了。当考虑到医院规模和地理位置的相互作用时,大型农村医院提供dpp的几率更高。在粮食供应较为有限的县和卫生专业人员短缺的地区,提供发展方案的情况也不太普遍。结论:DPP的实施在农村和服务不足地区不太常见。医院规模和位置之间的相互作用有助于了解DPP可用性的障碍。
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引用次数: 0
Efficacy of Community-based Interventions in Reducing HbA1c Levels Among Patients With Type 2 Diabetes Mellitus: A Systematic Review and Meta-analysis of Recent Studies Conducted in Developing Countries. 社区干预降低2型糖尿病患者HbA1c水平的疗效:对发展中国家近期研究的系统回顾和荟萃分析
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-11-11 DOI: 10.1177/21501319251391593
Lutfian Lutfian, Izdihar Javier Wardika, Muhammad Amirul Mukminin, Ibnu Syarifudin Hidayat, Riki Wartakusumah, Hatifah Ihsanda Tien Melati, Dinar Perwitasari, Fahmi Wildana, Nur Widayati, Fulgence Niyibitegeka, Jonathan Hasian Haposan

Background: Type 2 Diabetes Mellitus (T2DM) presents a significant public health challenge, particularly in developing countries, where healthcare resources are limited. Community-Based Interventions (CBIs) have been explored as a strategy to improve glycemic control, yet evidence regarding their efficacy in reducing HbA1c levels in these settings remains limited.

Aim: This study aimed to evaluate the efficacy of community-based interventions in improving HbA1c levels among patients with T2DM in developing countries.

Methods: A systematic review and meta-analysis were performed following PRISMA guidelines. A comprehensive literature search was conducted in PubMed, Scopus, Cochrane Central Register of Controlled Trials (CENTRAL), Web of Science, Ovid-Medline, and Cumulative Index to Nursing and Allied Health Literature (CINAHL) databases for full-text randomized controlled trials (RCTs) published between 2015 and 2024. Studies conducted in developing countries focusing on community-based interventions targeting HbA1c outcomes were included. Quality appraisal was conducted using the Joanna Briggs Institute (JBI) critical appraisal tools. Statistical analysis employed a random-effects model to calculate the pooled mean difference (MD) with 95% confidence intervals (CI). Heterogeneity was assessed using the I2 statistic. Potential publication bias was assessed using Egger's test, the Trim-and-Fill method, and a funnel plot.

Results: Twenty RCTs involving 4914 participants across developing countries were included. CBIs significantly reduced HbA1c levels compared to usual care, with a pooled MD of -0.54 (95% CI = -0.71, -0.36; P < .00001; I2 = 92%). Subgroup analysis showed that education-focused interventions (MD = -0.67; 95% CI = -1.02, -0.31) and physical activity-focused interventions (MD = -0.67; 95% CI = -1.14, -0.20) were the most effective. Analysis by income level revealed no significant differences in efficacy between lower-middle-income and upper-middle-income countries (P = .29). The greatest HbA1c reduction was observed during the 0- to 3-month measurement period (MD = -0.56; 95% CI = -0.90, -0.23).

Conclusion: CBIs are an effective strategy for reducing HbA1c levels among patients with T2DM in developing countries, with significant benefits across diverse economic contexts and intervention models. These findings highlight the adaptability and scalability of CBIs, underscoring their potential to enhance diabetes management in resource-limited settings.

背景:2型糖尿病(T2DM)是一个重大的公共卫生挑战,特别是在医疗资源有限的发展中国家。以社区为基础的干预(cbi)作为改善血糖控制的一种策略已经被探索过,然而关于其在这些环境中降低HbA1c水平的有效性的证据仍然有限。目的:本研究旨在评估以社区为基础的干预措施在改善发展中国家T2DM患者HbA1c水平方面的效果。方法:根据PRISMA指南进行系统回顾和荟萃分析。我们在PubMed、Scopus、Cochrane Central Register of Controlled Trials (Central)、Web of Science、Ovid-Medline和Cumulative Index to Nursing and Allied Health literature (CINAHL)数据库中对2015年至2024年间发表的随机对照试验(RCTs)全文进行了全面的文献检索。在发展中国家进行的研究侧重于以社区为基础的针对HbA1c结果的干预措施。质量评估使用乔安娜布里格斯研究所(JBI)的关键评估工具进行。统计分析采用随机效应模型计算合并平均差(MD), 95%置信区间(CI)。采用I2统计量评估异质性。使用Egger’s检验、Trim-and-Fill法和漏斗图评估潜在的发表偏倚。结果:纳入20项随机对照试验,涉及发展中国家的4914名参与者。与常规治疗相比,CBIs显著降低了HbA1c水平,合并MD为-0.54 (95% CI = -0.71, -0.36; P 2 = 92%)。亚组分析显示,以教育为重点的干预(MD = -0.67; 95% CI = -1.02, -0.31)和以体育活动为重点的干预(MD = -0.67; 95% CI = -1.14, -0.20)最为有效。按收入水平进行的分析显示,中低收入国家和中高收入国家的疗效无显著差异(P = 0.29)。在0- 3个月的测量期间,HbA1c降低幅度最大(MD = -0.56; 95% CI = -0.90, -0.23)。结论:CBIs是降低发展中国家T2DM患者HbA1c水平的有效策略,在不同的经济背景和干预模式下都有显著的益处。这些发现强调了CBIs的适应性和可扩展性,强调了它们在资源有限的环境中加强糖尿病管理的潜力。
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引用次数: 0
Understanding Collaborative Working Within Primary Care Networks: An Exploration of The New Mental Health Workforce. 理解协作工作在初级保健网络:新的精神卫生工作队伍的探索。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-04 DOI: 10.1177/21501319251392536
Asira Bhikha, Kate Allsopp, Molly S Lever, Miranda Budd, Gita Bhutani, Brendan J Dunlop

Objective: To identify competencies required for effective collaborative working within Primary Care Networks (PCNs).

Methods: An online questionnaire about roles within PCN teams, importance of collaboration and experiences of connection and conflict within teams, was sent to Mental Health Practitioners (MHPs) and PCN/Practice Managers from several teams across Lancashire. Semi-structured interviews with similarly themed questions were conducted with MHPs, General Practitioners (GPs), and PCN/Practice Managers and analysed using reflexive thematic analysis. Questionnaire and interview data were combined, and themes were mapped onto 3 competency constructs (knowledge, skills and abilities, and personal characteristics).

Results: Subthemes that were considered important to effective collaborative working in PCNs included: knowledge around shared goals, expectations, and role clarity; skills in communication and relationship building; embodiment of personal characteristics such as being engaged, accepting, and supportive.

Conclusion: Clinical implications for promoting collaboration between staff working within PCN settings include meetings and joint training between PCN and NHS Trusts to establish network goals and expectations, regular team meetings and opportunities for face-to face activity to promote understanding of different roles and relationship building.

目的:确定初级保健网络(pcn)中有效协作工作所需的能力。方法:向来自兰开夏郡多个团队的心理健康从业者(MHPs)和PCN/实践经理发送一份关于PCN团队中的角色、合作的重要性以及团队中联系和冲突的经历的在线问卷。与MHPs、全科医生(gp)和PCN/实践经理进行了类似主题问题的半结构化访谈,并使用反身性主题分析进行了分析。结合问卷调查和访谈数据,并将主题映射到三个能力结构(知识、技能和能力以及个人特征)。结果:被认为对pcn有效协同工作很重要的子主题包括:关于共同目标、期望和角色清晰度的知识;沟通和建立关系的技巧;个人特征的体现,如参与、接受和支持。结论:促进PCN工作人员之间协作的临床意义包括PCN和NHS信托之间的会议和联合培训,以建立网络目标和期望,定期团队会议和面对面活动的机会,以促进不同角色的理解和关系的建立。
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引用次数: 0
Developing a Sustainable Community Health Workforce in Arkansas. 在阿肯色州发展一支可持续的社区卫生队伍。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-11-17 DOI: 10.1177/21501319251391595
Krista Langston, Jonathan Langner, Sarah Moore, Anna Huff-Davis, Judy Pile, Bonnie Faitak, Rosalinda Medrano, Carolina N Vargas, Kejjo Clarence, Lynda Riklon, Pearl A McElfish

Arkansas faces significant health disparities, including high rates of chronic diseases and limited healthcare access, especially in rural and underserved communities. Community Health Workers (CHWs) serve as essential links between the healthcare system and these communities and address the state's significant health disparities through culturally appropriate care. This article describes the development of CHW programs in Arkansas, including early CHW training initiatives, the formation of the Arkansas Community Health Workers Association (ARCHWA), the state's adoption of standardized CHW training, the establishment of a CHW certification process, including an apprenticeship program and college credit, and the introduction of upskilling opportunities. The article describes both failed and successful legislative efforts. By detailing how collaborative efforts among healthcare organizations, community stakeholders, and public health entities have supported ongoing education, career development, and policy advocacy, this article may provide an example for other states striving to enhance their CHW workforce.

阿肯色州面临着巨大的健康差距,包括慢性病的高发病率和有限的医疗保健服务,特别是在农村和服务不足的社区。社区卫生工作者(chw)作为医疗保健系统和这些社区之间的重要联系,并通过文化上适当的护理解决国家重大的健康差距。本文描述了阿肯色州卫生工作者项目的发展,包括早期卫生工作者培训计划、阿肯色州社区卫生工作者协会(ARCHWA)的成立、该州采用标准化卫生工作者培训、建立卫生工作者认证程序,包括学徒计划和大学学分,以及引入技能提升机会。这篇文章描述了失败和成功的立法努力。通过详细介绍医疗保健组织、社区利益相关者和公共卫生实体之间的协作努力如何支持持续的教育、职业发展和政策宣传,本文可以为努力增强其卫生工作者队伍的其他州提供一个例子。
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引用次数: 0
Serum Albumin as a Biomarker of Brain and Microvascular Health in Older Adults: Implications for Community-Based Aging Research. 血清白蛋白作为老年人脑和微血管健康的生物标志物:对社区老龄化研究的意义
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-23 DOI: 10.1177/21501319251406848
Oscar H Del Brutto, Robertino M Mera, Denisse A Rumbea, Emilio E Arias, Kleber Arriaga, Víctor J Del Brutto

Background: Identifying circulating biomarkers that reflect cerebrovascular health may help clarify underlying mechanisms associated with brain damage. Serum albumin, a multifunctional protein with antioxidant, anti-inflammatory, and endothelial-stabilizing properties, could serve as a marker of cerebral integrity. We examined the association between albumin levels and neuroimaging markers of cerebral small vessel disease (cSVD) in a rural population of older adults.

Methods: We conducted a cross-sectional study among community-dwelling individuals aged ≥ 60 years in rural Ecuador. Participants were invited to undergo brain MRI and laboratory testing as part of the study protocol. Inclusion was based on completion of these procedures and serum albumin levels within the physiological range of 3.0-5.0 g/dL. Logistic regression models were fitted to assess the association between serum albumin and cSVD markers, adjusting for demographics and cardiovascular health metrics .

Results: Among 409 participants (mean age: 66.2 ± 6.1 years; 60% women), moderate-to-severe white matter hyperintensities (WMH) were present in 34% of participants. Serum albumin showed a non-linear inverse association with WMH. Only participants in the highest albumin quartile (4.42-5.0 g/dL) showed significantly lower odds of moderate-to-severe WMH (adjusted OR: 0.48; 95% CI: 0.25-0.93). No significant associations emerged with other cSVD markers.

Conclusion: Higher physiological albumin levels were associated with a lower burden of WMH, consistent with a threshold-dependent protective effect on the cerebral microvasculature. These findings support serum albumin as a candidate biomarker of brain health in aging populations. Albumin may capture systemic processes - such as endothelial integrity and vascular inflammation - that contribute to cSVD. Its accessibility and affordability underscore its potential utility in community-based aging research and population-level screening.

背景:识别反映脑血管健康的循环生物标志物可能有助于阐明与脑损伤相关的潜在机制。血清白蛋白是一种具有抗氧化、抗炎和内皮稳定特性的多功能蛋白,可作为脑完整性的标志。我们研究了农村老年人中白蛋白水平与脑血管病(cSVD)神经影像学标志物之间的关系。方法:我们对厄瓜多尔农村≥60岁的社区居民进行了横断面研究。作为研究方案的一部分,参与者被邀请接受脑MRI和实验室测试。纳入是基于这些程序的完成和血清白蛋白水平在3.0-5.0 g/dL的生理范围内。拟合Logistic回归模型来评估血清白蛋白和cSVD标志物之间的关系,并根据人口统计学和心血管健康指标进行调整。结果:在409名参与者中(平均年龄:66.2±6.1岁;60%为女性),34%的参与者存在中度至重度白质高信号(WMH)。血清白蛋白与WMH呈非线性负相关。只有白蛋白含量最高的四分位数(4.42-5.0 g/dL)的参与者出现中度至重度WMH的几率显著降低(校正OR: 0.48; 95% CI: 0.25-0.93)。与其他心血管疾病标志物无显著相关性。结论:较高的生理白蛋白水平与较低的WMH负担相关,与阈值依赖性脑微血管保护作用一致。这些发现支持血清白蛋白作为老年人群大脑健康的候选生物标志物。白蛋白可以捕获导致心血管疾病的全身性过程,如内皮完整性和血管炎症。其可及性和可负担性强调了其在社区老龄化研究和人口水平筛查中的潜在效用。
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引用次数: 0
Identifying Health Outcomes for Integrative Group Medical Visits for Patients With Chronic Pain: Results of Qualitative Interviews With Staff, Administrators, and Providers Working in Safety-Net Settings. 确定慢性疼痛患者综合团体医疗访问的健康结果:对工作在安全网设置中的工作人员、管理人员和提供者进行定性访谈的结果。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-01 DOI: 10.1177/21501319251400225
Isabel Roth, Paula Tomczak, Azeb Berhane, James Lau, Paula Gardiner, Jennifer Leeman

Background: While biopsychosocial interventions are recommended for treatment of patients with chronic pain, outcome measurement frequently does not take a multifaceted approach to assessing patient outcomes. As primary care settings increasingly implement chronic pain approaches such as Integrative Group Medical Visits (IGMV), a comprehensive yet pragmatic measurement approach is needed to capture biopsychosocial outcomes.

Methods: We recruited 21 clinicians, administrators, and staff with direct experience implementing IGMV in safety-net settings to participate in semi-structured qualitative interviews. Participants were recruited from 6 Federally-Qualified Health Centers and 4 Safety-Net Hospital outpatient clinics representing 6 states across the U.S. We first analyzed interview transcripts using the Consolidated Framework of Implementation Research, then used inductive thematic content analysis to identify themes related to what participants currently measure and the outcomes they view as important to be measuring.

Results: Thematic content analysis revealed 3 themes: variability of measures chosen, rationale for measures chosen, and desire for biopsychosocial outcome measurement tailored to IGMV for chronic pain. Thirteen different measures were used across 9 sites. The choice of measures was driven by clinical utility and/or administrative incentives. Interviewees described that as patients progressed through IGMV they demonstrated improved health through improvements in social support, self-efficacy in pain management, self-management behaviors, and improved physical function. The measures currently used address most but not all these outcomes.

Conclusion: We recommend developing and refining a biopsychosocial outcome measurement tool that addresses unique aspects of IGMV. These findings contribute to a growing consensus on how to measure actionable, patient-centered data on biopsychosocial interventions for chronic pain.

背景:虽然生物心理社会干预被推荐用于治疗慢性疼痛患者,但结果测量通常不采取多方面的方法来评估患者的结果。随着初级保健机构越来越多地实施慢性疼痛方法,如综合小组医疗访问(IGMV),需要一种全面而实用的测量方法来捕捉生物心理社会结果。方法:我们招募了21名临床医生、管理人员和有在安全网环境中实施IGMV直接经验的工作人员参加半结构化定性访谈。参与者来自6个联邦合格的健康中心和4个安全网医院门诊诊所,代表美国6个州。我们首先使用实施研究的综合框架分析访谈记录,然后使用归纳主题内容分析来确定与参与者当前测量的内容相关的主题以及他们认为重要的测量结果。结果:主题内容分析揭示了3个主题:所选测量方法的可变性,所选测量方法的基本原理,以及针对慢性疼痛的IGMV量身定制的生物心理社会结果测量的愿望。在9个地点使用了13种不同的测量方法。措施的选择是由临床效用和/或行政激励驱动的。受访者表示,随着IGMV的进展,患者在社会支持、疼痛管理自我效能、自我管理行为和身体功能方面的改善,显示出健康状况的改善。目前使用的措施处理了大部分但不是全部这些结果。结论:我们建议开发和完善一种生物心理社会结果测量工具,以解决IGMV的独特方面。这些发现有助于在如何测量可操作的、以患者为中心的慢性疼痛生物心理社会干预数据方面达成越来越多的共识。
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引用次数: 0
Utilization Patterns in an Urban Direct Primary Care Model: A Case Study. 城市直接初级保健模式的利用模式:个案研究。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-10 DOI: 10.1177/21501319251391011
Adelola Ashaye, Patrick Dang, Omolola E Adepoju

Background: Direct Primary Care (DPC) offers an alternative healthcare delivery model with potential benefits for patient-centered care. However, concerns remain about its equity and accessibility, particularly in urban settings. This study examines the utilization patterns and patient engagement within a DPC clinic in Houston, Texas, and whether subscription duration impacts patient-provider interactions in an urban healthcare environment.

Methods: Deidentified data from a Houston-based DPC clinic (January 2023-January 2024) were analyzed. Patient demographics, subscription details, and interaction data (including in-person appointments and audio-visual calls) were collected. Descriptive statistics summarized utilization patterns, while logistic regression models assessed relationships between demographic factors and DPC utilization.

Results: The sample included 71% Non-Hispanic Black patients, 21% Non-Hispanic White, and 77% females. Most patients resided in urban areas (79%) and paid over $125 monthly (44%). Subscription duration positively correlated with engagement: patients subscribed for ≥21 months had higher yearly averages for chart interactions and appointments compared to those who subscribed for ≤5 months. Regression analysis revealed significant dose-response increases in patient engagement among those with longer subscription durations across all interaction types. No other demographic characteristics were significant predictors of DPC utilization.

Conclusion: Subscription duration strongly influences DPC utilization, suggesting sustained enrollment fosters deeper patient engagement and more frequent provider interactions. While DPC may enhance patient-provider relationships, cost and urban-centric accessibility may pose barriers to equity.

背景:直接初级保健(DPC)提供了一种替代的医疗保健交付模式,具有以患者为中心的护理的潜在好处。然而,人们仍然关注其公平性和可及性,特别是在城市环境中。本研究考察了德克萨斯州休斯顿一家DPC诊所的使用模式和患者参与度,以及在城市医疗保健环境中,订阅时间是否会影响患者与提供者的互动。方法:对休斯顿一家DPC诊所(2023年1月- 2024年1月)的未识别数据进行分析。收集了患者人口统计、订阅详细信息和互动数据(包括面对面预约和视听通话)。描述性统计总结了利用模式,而逻辑回归模型评估了人口因素与DPC利用之间的关系。结果:样本包括71%的非西班牙裔黑人患者,21%的非西班牙裔白人患者和77%的女性患者。大多数患者居住在城市地区(79%),每月支付超过125美元(44%)。订阅时间与参与度正相关:与订阅时间≤5个月的患者相比,订阅时间≥21个月的患者在图表互动和预约方面的年平均水平更高。回归分析显示,在所有相互作用类型中,较长订阅持续时间的患者参与的剂量反应显著增加。没有其他人口统计学特征是DPC使用的显著预测因子。结论:订阅时间对DPC的使用有很大影响,这表明持续的注册促进了更深层次的患者参与和更频繁的提供者互动。虽然DPC可以加强医患关系,但成本和以城市为中心的可及性可能对公平构成障碍。
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引用次数: 0
Balancing Model Complexity and Clinical Deployability in Deep Learning for Sociodemographic Information Extraction. 社会人口信息提取深度学习中平衡模型复杂性和临床可部署性。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-16 DOI: 10.1177/21501319251404193
Rawan Abulibdeh, Karen Tu, Ervin Sejdić

Sociodemographic factors are critical determinants of health outcomes and disparities, yet their documentation in electronic medical records is often sparse and confined to unstructured clinical text. This poses substantial challenges for automated extraction and integration into clinical decision-making. In this study, we systematically evaluate and compare 6 convolutional neural network architectures, including hybrid models that integrate traditional classifiers, for binary classification of multiple sociodemographic characteristics from EMR text using data from 4375 patients across 96 primary care clinics. The goal was to assess how model complexity and lexical diversity influence classification performance. Manual annotation achieved high inter-rater reliability (kappa: 0.98 for documentation status, 0.96 for documented information). We report performance using F1 score, precision, recall, area under the precision-recall curve, and Matthews correlation coefficient. Results showed that simpler architectures, particularly a single-layer CNN, consistently outperform deeper or hybrid models across most characteristics (F1 score: 90.99%), especially under conditions of data imbalance and varied documentation patterns. While hybrid models offered gains for well-documented factors like marital status, they were less effective for sparse or diverse characteristics. These findings provide a practical framework for developing efficient, interpretable clinical NLP pipelines and inform model selection strategies for real-world health equity and EMR research applications.

社会人口因素是健康结果和差异的关键决定因素,但其在电子病历中的记录往往很少,而且仅限于非结构化的临床文本。这对自动提取和集成到临床决策中提出了重大挑战。在这项研究中,我们系统地评估和比较了6种卷积神经网络架构,包括整合传统分类器的混合模型,使用来自96个初级保健诊所的4375名患者的数据,从EMR文本中对多种社会人口统计学特征进行二元分类。目的是评估模型复杂性和词汇多样性如何影响分类性能。手工注释实现了较高的等级间可靠性(kappa:文档状态0.98,文档信息0.96)。我们使用F1分数、查准率、查准率-查准率曲线下面积和马修斯相关系数来报告性能。结果表明,更简单的架构,特别是单层CNN,在大多数特征上始终优于更深层或混合模型(F1得分:90.99%),特别是在数据不平衡和不同文档模式的条件下。虽然混合模型对婚姻状况等有充分记录的因素有好处,但对稀疏或多样化的特征却不太有效。这些发现为开发高效、可解释的临床NLP管道提供了实用框架,并为现实世界的健康公平和EMR研究应用提供了模型选择策略。
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引用次数: 0
Group-Based Integrative Pain Management: Feasibility of a Factorial Randomized Trial in Safety-Net Primary Care. 基于群体的综合疼痛管理:安全网初级保健的一项因子随机试验的可行性。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-08-16 DOI: 10.1177/21501319251360113
Ariana Thompson-Lastad, Jesse Wennik, Pamela Swedlow, Julia Wu, Wendy Hartogensis, Jhia L N Jackson, Maria T Chao

Purpose: This pilot study tested the feasibility and acceptability of a pragmatic randomized trial evaluating group-based non-pharmacologic approaches to increase access in primary care and improve pain-related outcomes.

Methods: This 2 × 2 factorial trial assessed two 12-week interventions: group acupuncture and integrative group medical visits (IGMVs). Adults with chronic pain lasting ≥3 months were enrolled from safety-net primary care clinics. Participants were randomized to group acupuncture, IGMVs, both, or neither (usual care). We analyzed data using linear mixed models, ANCOVA, and abductive qualitative analysis.

Results: Overall, 44 participants were randomized (25 English-speaking and 19 Spanish-speaking); 59% were female (mean age = 55 years), 21% African American or Black, 52% Latine, 21% non-Latine White, and 5% more than 1 race; and 78% had annual income <$25 000. At baseline, the average duration of chronic pain was 13.0 years, and the mean pain impact score was 36.0 (SD = 6.4). Participants randomized to interventions attended 6 of 12 sessions on average; 89% would participate again; and 86% reported clinically relevant pain improvements versus 20% in usual care (P < .001). Qualitative data revealed substantial barriers to accessing multimodal care and social benefits of group-based models.

Conclusion: Group-based integrative pain management is feasible and acceptable when co-located within safety-net primary care.Clinicaltrials.gov Registration Number: NCT05906784 (http://clinicaltrials.gov/study/NCT05906784).

目的:本初步研究测试了一项实用的随机试验的可行性和可接受性,该试验评估了以组为基础的非药物治疗方法,以增加初级保健的可及性并改善疼痛相关的预后。方法:这项2 × 2因子试验评估了两种为期12周的干预措施:针灸组和综合组就诊(IGMVs)。慢性疼痛持续≥3个月的成人从安全网初级保健诊所入组。参与者被随机分为针刺组、igmv组、两者都组或两者都组(常规护理)。我们使用线性混合模型、ANCOVA和溯因定性分析来分析数据。结果:总体而言,44名参与者被随机分配(25名说英语,19名说西班牙语);59%为女性(平均年龄55岁),21%为非裔美国人或黑人,52%为拉丁裔,21%为非拉丁裔白人,5%为一个以上种族;结论:基于群体的综合疼痛管理是可行的,并且在安全网初级保健中是可接受的。临床试验。gov注册号:NCT05906784 (http://clinicaltrials.gov/study/NCT05906784)。
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引用次数: 0
Providers' Beliefs and Values: Understanding Their Approach to Gender-Affirming Care. 提供者的信仰和价值观:了解他们对性别确认护理的态度。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 DOI: 10.1177/21501319241312574
Ahona Shirin, Maya Daniello, Laura Stamm

Objectives: This qualitative study explored the beliefs and values influencing healthcare providers' delivery of gender-affirming care (GAC) to transgender and gender-diverse (TGD) youth amidst current social and political dynamics.

Methods: The study PI conducted 43 semi-structured interviews with providers across states with varying GAC legislation. Responses from 41 providers were analyzed in this paper. A thematic approach to data analysis was employed using qualitative coding.

Results: Key themes emerged: criteria for treatment, ethical and moral considerations, and professional and personal responsibility. Providers widely endorsed GAC as evidence-based and essential for alleviating distress and promoting autonomy. They emphasized the importance of respecting patients' gender identities and viewing GAC as life-saving.

Conclusion: Despite legislative challenges, the study highlights a strong consensus among providers on the medical necessity of GAC for TGD youth.

目的:本定性研究探讨了在当前社会和政治动态中,影响医疗保健提供者向跨性别和性别多样化(TGD)青年提供性别确认护理(GAC)的信念和价值观。方法:研究PI对不同GAC立法州的供应商进行了43次半结构化访谈。本文对41家供应商的反馈进行了分析。采用定性编码的专题方法进行数据分析。结果:出现了关键主题:治疗标准、伦理和道德考虑、专业和个人责任。供应商广泛认可GAC是基于证据的,对于减轻痛苦和促进自主至关重要。他们强调了尊重患者性别认同和将GAC视为救命之物的重要性。结论:尽管存在立法上的挑战,但该研究强调了提供者对TGD青年GAC医疗必要性的强烈共识。
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引用次数: 0
期刊
Journal of Primary Care and Community Health
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