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Gun-Related Beliefs as Predictors of Gun Policy Support: Findings from the Nationally Representative GRIP Survey. 枪支相关信念作为枪支政策支持的预测因素:来自全国代表性GRIP调查的结果。
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-02-01 Epub Date: 2026-02-25 DOI: 10.1007/s11121-026-01883-6
Julie A Ward, Ryan Baxter-King, Phillip N Smith, Krista R Mehari

Partisan affiliations and other demographic characteristics inadequately explain support for gun policy and provide vague public health messaging guidance. Gun-related beliefs may be more malleable and meaningful determinants of policy support for gun violence prevention. Using a nationally representative, community-engaged, mixed methods design, we examined predictive associations between gun-related beliefs and public support for six gun policies (i.e., universal background checks, waiting periods, minimum purchasing age, violent offender prohibitions, concealed carry permits, and extreme risk protection orders (ERPOs)). Gun-related beliefs were more strongly associated with policy support than political affiliation. Strength of agreement with "no one should own AR-15 style semiautomatic rifles" was positively associated with support for all six policies. Beliefs about gun policies as violence prevention were also highly salient, predicting support for five policies, with disagreement or agreement both predicting higher probability of support for universal background checks, violent offender prohibitions, and ERPOs than neutral beliefs. Beliefs that "guns are tools" were generally unassociated with policy views. Findings suggest potential for gun violence prevention messages that combine values-based language with salient themes to build support for preventive policies across political and demographic lines.

党派关系和其他人口特征不能充分解释对枪支政策的支持,并提供模糊的公共卫生信息指导。与枪支有关的信念可能是预防枪支暴力政策支持的更具可塑性和更有意义的决定因素。采用具有全国代表性的、社区参与的混合方法设计,我们研究了与枪支相关的信念与公众对六项枪支政策(即普遍背景调查、等待期、最低购买年龄、暴力罪犯禁令、隐蔽携带许可证和极端风险保护令)支持之间的预测关联。与枪支相关的信念与政策支持的关系比与政治派别的关系更强。对“任何人都不应该拥有AR-15型半自动步枪”的认同程度与对所有六项政策的支持程度呈正相关。将枪支政策视为暴力预防的观点也非常突出,预测对五项政策的支持,与中立观点相比,不同意或同意都预测对普遍背景调查、禁止暴力罪犯和erpo的支持可能性更高。“枪是工具”的信念通常与政策观点无关。调查结果表明,预防枪支暴力的信息有可能将基于价值观的语言与突出主题结合起来,为跨政治和人口界线的预防政策提供支持。
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引用次数: 0
Mpox Vaccination and Willingness to Participate in Mpox Vaccine Research Among Sexual and Gender Minority Adults with and Without HIV in the United States. m痘疫苗接种和意愿参与m痘疫苗研究在美国的性和性别少数成年人与没有艾滋病毒。
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-02-01 Epub Date: 2026-01-04 DOI: 10.1007/s11121-025-01871-2
Hannah Yellin, Sydney Bornstein, Marc Siegel, Manya Magnus

Vaccination played a critical role in controlling the 2022 mpox outbreak in the United States, yet only a quarter of eligible individuals are estimated to be fully vaccinated. Using mixed methods, we analyzed cross-sectional data collected from 60 sexual and gender minority people with and without HIV (PWH and PWOH) in August 2022. We investigated willingness to receive an mpox vaccine and to participate in mpox vaccine research, as well as actual vaccine uptake and experiences, and compared results by HIV status. Two-thirds of participants (66.7%) had received at least one dose of the mpox vaccine, including 61.5% of PWH and 70.6% of PWOH. PWH and PWOH had similarly high levels of willingness to receive an mpox vaccine. In open-ended responses, participants described personal and societal benefits of vaccination and had positive attitudes towards vaccines. Despite high vaccine acceptance and uptake, satisfaction with the vaccine rollout was low. A majority of unvaccinated participants who had tried to get the vaccine reported that they were unable to access it. Willingness to participate in mpox vaccine research was lower than willingness to receive a vaccine, though still moderately high. Some participants expressed uncertainty about research participation, concerns about safety, and negative attitudes toward research in general. PWH were more willing to participate in an mpox vaccine trial than were PWOH; however, this difference was not statistically significant. These results can inform future mpox research, vaccine rollout, and community engagement for vaccine trial recruitment.

疫苗接种在控制2022年美国麻疹暴发中发挥了关键作用,但据估计,只有四分之一的符合条件的个人完全接种了疫苗。使用混合方法,我们分析了2022年8月收集的60名性和性别少数人群(PWH和PWOH)携带和不携带艾滋病毒的横断面数据。我们调查了接种m痘疫苗和参与m痘疫苗研究的意愿,以及实际接种疫苗和经验,并按艾滋病毒状况比较结果。三分之二的参与者(66.7%)至少接种了一剂mpox疫苗,其中包括61.5%的PWH和70.6%的PWOH。PWH和PWOH同样有高水平的意愿接受m痘疫苗。在开放式答复中,参与者描述了疫苗接种的个人和社会效益,并对疫苗持积极态度。尽管疫苗接受度和吸收率很高,但对疫苗推广的满意度很低。大多数未接种疫苗但试图接种疫苗的参与者报告说,他们无法获得疫苗。参与m痘疫苗研究的意愿低于接受疫苗的意愿,尽管仍然中等高。一些参与者表达了对参与研究的不确定性、对安全性的担忧以及对研究的总体消极态度。PWH组比PWOH组更愿意参加m痘疫苗试验;然而,这种差异在统计学上并不显著。这些结果可以为未来的m痘研究、疫苗推广和疫苗试验招募的社区参与提供信息。
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引用次数: 0
Using a Multicomponent Implementation Strategy to Increase Adoption and Effectiveness of a Universal Mental Health Prevention Program in Australian Primary Schools: a Cluster Randomized Trial Using a Type-3 Hybrid Design. 使用多组件实施策略提高澳大利亚小学普遍心理健康预防计划的采用和有效性:使用3型混合设计的集群随机试验
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-02-01 Epub Date: 2026-02-06 DOI: 10.1007/s11121-025-01870-3
Rachel Baffsky, Quincy J J Wong, Patricia Cullen, Aliza Werner-Seidler, Alison L Calear, Philip J Batterham, John W Toumbourou, Lauren McGillivray, Bridianne O'Dea, Rebecca Ivers, Michelle Torok

It has been demonstrated in multiple randomized trials that the PAX Good Behavior Game is an effective school-based program for reducing the severity and progression of childhood emotional and behavioral problems that are prognostic of mental disorders, personality disorders, and self-harm behavior in adolescence and early adulthood. Embedding effective programs into routine practices of frontline settings is a global priority for mental health prevention, however, little is known about what strategies effectively support program implementation in schools. The purpose of this study was to test the effect of a multicomponent implementation strategy on the adoption and efficacy of the PAX Good Behavior Game, using a cluster randomized controlled trial with a type-3 implementation-effectiveness design. The trial was conducted in 25 primary schools across New South Wales, Australia. Schools were randomly assigned to receive the PAX Good Behavior Game plus an implementation toolkit to support adoption (intervention group) or the PAX Good Behavior Game only (control group). The primary outcome was change in rate of program adoption, measured as current use or support of the PAX Good Behavior Game, first measured at 6 weeks post-registration (T0). The secondary effectiveness measure was change in students' emotional and behavioral problems, using the teacher-reported Strengths and Difficulties Questionnaire (SDQ). The first measure of the SDQ occurred at trial registration, prior to program implementation (T0). Both adoption and effectiveness were re-measured at 6 months post-registration (T1). All data were analyzed using intention-to-treat methods. Early program adoption was higher in the intervention group compared to control group (93.6% vs 45.2%: OR = 21.20, 95% CI [3.50, 128.45], z = 3.32, p < 0.001), with no differential effects at 6 months (96.8% vs 95.7%: OR = 1.21, 95% CI [0.16, 9.04], z = 0.18, p = 0.855). Emotional and behavioral problems reduced in both groups from baseline to 6 months (p < 0.001, d = - 0.25), with no differential effects observed at T1 (p = 0.474, d = - 0.08). There was a positive linear relationship between adoption and the perceived acceptability, appropriateness, and feasibility of the program for the pooled sample. It seems that providing implementation support early in the process of establishing new innovations in schools may help accelerate early adoption by increasing perceived appropriateness and acceptability, but uncertainty remains as to what support is needed to optimize implementation and effectiveness longer term. The protocol was retrospectively registered with the Australian New Zealand Clinical Trials Registry, ACTRN12621001125819.

在多个随机试验中,PAX良好行为游戏是一个有效的基于学校的项目,可以减少儿童情绪和行为问题的严重程度和进展,这些问题是青少年和成年早期精神障碍、人格障碍和自残行为的预后。将有效的项目嵌入到一线环境的日常实践中是全球心理健康预防的优先事项,然而,人们对哪些策略能有效地支持项目在学校的实施知之甚少。本研究的目的是测试多组件实施策略对PAX良好行为游戏的采用和有效性的影响,采用3型实施有效性设计的集群随机对照试验。这项试验在澳大利亚新南威尔士州的25所小学进行。学校被随机分配,接受PAX良好行为游戏和支持采用的实施工具包(干预组),或仅接受PAX良好行为游戏(对照组)。主要结果是程序采用率的变化,以当前PAX良好行为游戏的使用或支持来衡量,首次测量是在注册后6周(T0)。第二效度测量是学生情绪和行为问题的改变,使用教师报告的优势和困难问卷(SDQ)。SDQ的第一次测量发生在试验注册时,在计划实施之前(T0)。在注册后6个月(T1)重新测量采用率和有效性。所有数据均采用意向治疗法进行分析。干预组的早期项目采用率高于对照组(93.6% vs 45.2%: OR = 21.20, 95% CI [3.50, 128.45], z = 3.32, p
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引用次数: 0
Exploring Profiles of Risk and Protective Factors Among Youth Mentees: For Whom Does Mentoring Work? 青年徒弟的风险与保护因素探讨:师徒对谁有效?
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-02-01 Epub Date: 2026-01-16 DOI: 10.1007/s11121-026-01878-3
Margaret Meldrum, Michael D Lyons

Youth mentoring programs are an increasingly popular intervention and prevention strategy to promote positive youth development and to address a range of youth needs. Past research shows positive, albeit moderate, effects of mentoring across multiple domains, but there is evidence that suggests heterogeneity in treatment outcomes. Several studies have examined the role of risk factors in mentoring outcomes, but less is known about the role of protective factors. This study examines the extent to which ecological factors outside of the mentoring relationship, specifically, youth risk factors and existing social support, play a role in the effectiveness of mentoring in promoting adaptive coping outcomes, as measured by academic achievement, self-efficacy, and expectations. Using a person-centered approach, we examined (1) whether there were distinct profiles of youth participating in mentoring using mentee risk factors and existing social support as indicators; (2) associations between profiles and youth race/ethnicity and gender; and (3) whether profiles differed in post-program adaptive coping outcomes. Two classes of youth were identified. One class reported higher risk factor presence and higher social support and was more likely to be youth of color. The second class reported lower risk factor presence and lower social support. Classes did not differ in their adaptive coping outcomes. The implications of these findings for mentoring programs and further research are discussed.

青年辅导计划是一种日益流行的干预和预防策略,以促进积极的青年发展和解决青年的一系列需求。过去的研究表明,指导在多个领域的效果是积极的,尽管是适度的,但有证据表明,治疗结果存在异质性。有几项研究调查了风险因素在指导结果中的作用,但对保护因素的作用知之甚少。本研究考察了师徒关系之外的生态因素,特别是青年风险因素和现有社会支持,在指导促进适应性应对结果的有效性中发挥作用的程度,以学业成绩、自我效能感和期望为衡量标准。采用以人为本的方法,我们以学员风险因素和现有社会支持为指标,检验了(1)参与辅导的青年是否有不同的特征;(2)剖面图与青年种族/民族和性别之间的关联;(3)项目后适应性应对结果是否存在差异。青年分为两类。一个班级报告了更高的风险因素存在和更高的社会支持,更有可能是有色人种的年轻人。第二类报告的风险因素存在程度较低,社会支持也较低。不同班级在适应性应对结果上没有差异。这些发现对指导计划和进一步研究的意义进行了讨论。
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引用次数: 0
A Scoping Review of Strategies to Increase Newcomer Family Access to Early Childhood Services. 增加新移民家庭获得早期儿童服务的战略范围审查。
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-02-01 Epub Date: 2026-02-11 DOI: 10.1007/s11121-025-01867-y
Elly Miles, Erin Doyle, Soumita Bose, Hamutal Bernstein

Early childhood services can lay a critical foundation for refugee and immigrant children as they develop in new cultural contexts; however, these populations are underrepresented in a variety of early childhood programs such as early care and education, home visiting, and early intervention. This scoping review examines the strategies being implemented to increase newcomer families' participation in services and parent preferences for early childhood services. A systematic search yielded 38 studies, 22 of which included strategies to increase access for newcomer families and 20 of which explored parent preferences around early childhood education. Identified strategies to promote access were categorized as program responsiveness (67%), outreach (57%), workforce responsiveness (57%), service delivery (52%), added supports (52%), social networks (43%), partnerships (43%), program policies (43%), or state and national policies (29%). Parents' preferences for care were related to child academic and social-emotional development (80%), perceived quality (65%), type of care (65%), cultural responsivity and match (60%), and language (50%). Most studies focused on access or preferences related to early childhood programs or child care and early education broadly (89%), while fewer focused on strategies to increase access to home visiting or early intervention (11%). Additional research is needed to identify the strategies being utilized to promote access to home visiting and early intervention and to empirically test the relationship between identified strategies and improved access to these services.

幼儿期服务可以为难民和移民儿童在新的文化背景下成长奠定重要的基础;然而,这些人群在各种早期儿童项目中代表性不足,如早期护理和教育、家访和早期干预。这项范围审查审查了为增加新移民家庭参与服务和家长对幼儿服务的偏好而实施的战略。一项系统搜索产生了38项研究,其中22项包括增加新移民家庭入学机会的策略,20项研究探讨了父母对早期儿童教育的偏好。已确定的促进访问的策略分为计划响应性(67%)、外展(57%)、劳动力响应性(57%)、服务提供(52%)、增加支持(52%)、社会网络(43%)、伙伴关系(43%)、计划政策(43%)或州和国家政策(29%)。父母对照顾的偏好与儿童学业和社会情感发展(80%)、感知质量(65%)、照顾类型(65%)、文化反应和匹配(60%)以及语言(50%)有关。大多数研究集中在与早期儿童计划或儿童保育和早期教育相关的获取或偏好上(89%),而较少关注增加家访或早期干预的策略(11%)。需要进行进一步的研究,以确定用于促进家访和早期干预的战略,并从经验上检验所确定的战略与改善获得这些服务之间的关系。
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引用次数: 0
Strategies for Identifying Core Components of Programs: an Exploratory Descriptive Component Case Study of a Teen Pregnancy Prevention Program. 确定计划核心组成部分的策略:青少年预防怀孕计划的探索性描述性组成部分案例研究。
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-02-01 Epub Date: 2026-02-10 DOI: 10.1007/s11121-026-01881-8
Russell Cole, Jean Knab, Emily Forrester

Studies of program components (i.e., the ingredients that make up programs) have risen from obscurity to join mainstream program evaluation approaches over the last two decades. Researchers and policymakers are interested in leveraging information about the effectiveness of program components to better address the needs of programs' intended populations and reduce disparities in outcomes. Identifying which components are responsible for improving outcomes can inform evaluation design, measurement, and the state of the evidence as well as program development, adaptation, fidelity, and scale-up. This paper summarizes strategies for conducting components research, and anchors those emerging best practices in a components case study of a teen pregnancy prevention program. It offers applied guidance on ways to define and operationalize components, and best practices in measurement and analysis that have emerged from this work. This paper will help guide the prevention field toward conducting more and better research that yields consensus about which components are most important for program effectiveness.

在过去的二十年中,对程序组件(即组成程序的成分)的研究已经从默默无闻上升到加入主流程序评估方法。研究人员和政策制定者对利用有关项目组成部分有效性的信息来更好地满足项目目标人群的需求并减少结果的差异感兴趣。确定哪些组成部分负责改善结果,可以为评估设计、测量和证据状态以及项目开发、适应、保真度和规模扩大提供信息。本文总结了进行组件研究的策略,并将这些新兴的最佳实践锚定在青少年怀孕预防计划的组件案例研究中。它提供了关于定义和操作组件的方法的应用指导,以及从这项工作中产生的测量和分析中的最佳实践。本文将有助于指导预防领域进行更多和更好的研究,从而就哪些组成部分对项目有效性最重要达成共识。
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引用次数: 0
Been There, Done That, and Now I'm Giving Back: Perspectives from Mentors and Administrators in Community Violence Intervention Programs. 去过那里,做过那件事,现在我要回馈:来自社区暴力干预项目导师和管理人员的观点。
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-16 DOI: 10.1007/s11121-026-01877-4
Kristian Jones, Jarvis Duckworth, Chloe Fetters, Biruktawit Galoro, Ali Rowhani-Rahbar

Black young people are at high risk for firearm homicide in the USA. A promising intervention for mitigating firearm-related injuries and deaths is mentoring provided by individuals with specific lived experiences with firearm violence and trauma (e.g., credible messengers, violence interrupters) in community violence intervention (CVI) programs. The purpose of this study was to identify the factors through which mentoring interventions in CVI programs could cultivate protective factors (e.g., social support) that prevent interpersonal firearm violence. Semi-structured interviews were conducted with 20 mentors and program administrators in CVI programs in Washington State to examine their insights on the components of mentoring interventions that could work towards preventing firearm violence. A framework was developed through the use of a constructivist grounded theory methodology to capture the components within mentoring interventions in CVI programs aiming to prevent firearm violence among marginalized young people in communities disproportionately impacted by community firearm violence. Implications for both mentoring and CVI research are outlined in the manuscript.

在美国,黑人年轻人是枪支杀人的高危人群。减轻与枪支有关的伤害和死亡的一种有希望的干预措施是,在社区暴力干预方案中,由具有枪支暴力和创伤具体生活经历的个人(例如,可靠的信使、暴力中断者)提供指导。本研究的目的是找出在CVI计划中,透过辅导干预来培养保护性因素(例如社会支持),以防止人际间的枪支暴力。我们对华盛顿州CVI项目的20位导师和项目管理人员进行了半结构化访谈,以考察他们对指导干预措施的组成部分的见解,这些干预措施可以防止枪支暴力。通过使用建构主义理论为基础的方法,开发了一个框架,以捕捉CVI项目中指导干预的组成部分,该项目旨在防止社区中受到社区枪支暴力不成比例影响的边缘化年轻人的枪支暴力。指导和CVI研究的含义都概述在手稿中。
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引用次数: 0
Addressing Health Disparities through Community Engagement in Artificial Intelligence-Driven Prevention Science. 通过社区参与人工智能驱动的预防科学来解决健康差距。
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-14 DOI: 10.1007/s11121-025-01863-2
Emily E Haroz, Novalene Goklish, Adrienne Dillard, Roy Adams, Sheana S Bull, Ricardo F Gonzalez-Fisher, Pamela Valenza, Spero M Manson, Roland J Thorpe

Artificial intelligence and machine learning (AI/ML) in prevention science may improve or perpetuate health inequities. Community engagement is one proposed strategy thought to empirically mitigate bias in AI/ML tools. We outline how to incorporate community engagement at every stage of the model development and implementation. Borrowing from a framework for phases of prevention research, we describe the value and application of engaging communities to help shape more rigorous and relevant applications of AI/ML for prevention science. We provide concrete examples from real-world applications, including efforts in suicide prevention with Indigenous communities, on chronic disease prevention for Hispanic and Latino populations, and a community-driven effort to leverage AI/ML to improve allocation of resources focused on social determinants of health for Native Hawaiians. This work aims to provide applied examples of how community-engagement has been incorporated into AI/ML development and implementation, with the goal of encouraging those in the prevention science field to consider the voices of the community as the use of such tools grows. Engaging with the community around AI/ML is critical to ensure these tools reach populations in need and advance health equity for all.

预防科学中的人工智能和机器学习(AI/ML)可能会改善或延续卫生不公平现象。社区参与是一种被提议的策略,可以从经验上减轻AI/ML工具中的偏见。我们概述了如何在模型开发和实施的每个阶段纳入社区参与。借鉴预防研究阶段的框架,我们描述了参与社区的价值和应用,以帮助塑造更严格和相关的AI/ML预防科学应用。我们提供了来自现实世界应用的具体例子,包括与土著社区一起预防自杀的努力,西班牙裔和拉丁裔人口的慢性病预防,以及社区驱动的利用AI/ML改善资源分配的努力,重点关注夏威夷原住民健康的社会决定因素。这项工作旨在提供如何将社区参与纳入人工智能/机器学习开发和实施的应用示例,目的是鼓励预防科学领域的人员考虑社区的声音,因为这些工具的使用越来越多。与社区就人工智能/机器学习进行接触,对于确保这些工具能够惠及有需要的人群并促进所有人的卫生公平至关重要。
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引用次数: 0
Utilizing Machine Learning for Predicting PrEP Use Status Among Sexual and Gender Minority Young Adults. 利用机器学习预测性和性别少数群体年轻人的PrEP使用状况。
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-10 DOI: 10.1007/s11121-025-01872-1
Callisto Boka, Elizabeth A Yonko, Mehrab Beikzadeh, Kimmo Kärkkäinen, Chenglin Hong, Majid Sarrafzadeh, Ian W Holloway

Pre-exposure prophylaxis (PrEP) is a highly effective biomedical prevention tool for HIV yet remains underutilized among key populations, particularly among young sexual and gender minorities (SGM). Recognizing the popularity of specific dating and social media apps among SGM young adults, we leveraged user data from these platforms to build a machine learning (ML) model that could inform targeted, data-driven interventions aimed at improving PrEP uptake and adherence. We adapted eWellness, an Android mobile app, to passively collect data from research participants capturing mobile app usage, keystroke patterns and logs, and GPS location data between 2021 and 2024. These data were used to train a ML model to predict self-reported PrEP use. Model accuracy was evaluated through F1 scores across different data types and feature combinations. Study protocols were developed in collaboration with community partners and adhered to strict ethical and privacy standards. A total of 82 SGM young adults participated, with 46 (56%) reporting PrEP use at baseline. Our machine learning model demonstrated good predictive accuracy for predicting PrEP use and non-use, achieving an F1 score of 0.84 (PrEP use) and 0.82 (non-use) outcomes when incorporating data from all mobile apps, including messaging, dating, and social media mobile apps. By contrast, predictions based solely on social media mobile app usage, language associated with sexual behavior and substance use risk, or location monitoring demonstrated worse accuracy (F1 scores of 0.79/0.75, 0.70/0.57, and 0.70/0.52, respectively). Additional feature extraction methods, as well as various combinations of these features, were also tested. However, none achieved predictive accuracy as well as the model incorporating all mobile app usage data combined. This study demonstrates the potential of machine learning to accurately predict PrEP use status among SGM young adults. The findings offer a foundation for developing more personalized PrEP promotion strategies, particularly among SGM young adults who use social media and dating apps. Future research should assess the model's adaptability across diverse SGM subgroups to further inform intervention development. Registry: ClinicalTrials.gov, ID: NCT04710901, November 9, 2020.

暴露前预防(PrEP)是一种非常有效的艾滋病毒生物医学预防工具,但在关键人群中,特别是在年轻的性和性别少数群体(SGM)中,使用率仍然不足。认识到特定约会和社交媒体应用程序在SGM年轻人中的受欢迎程度,我们利用这些平台的用户数据建立了一个机器学习(ML)模型,该模型可以为有针对性的数据驱动干预提供信息,旨在提高PrEP的吸收和依从性。我们对eWellness(一款安卓手机应用)进行了调整,从研究参与者那里被动收集数据,包括2021年至2024年间的手机应用使用情况、击键模式和日志以及GPS定位数据。这些数据用于训练ML模型来预测自我报告的PrEP使用情况。通过不同数据类型和特征组合的F1分数来评估模型的准确性。研究方案是与社区伙伴合作制定的,并遵守严格的道德和隐私标准。共有82名SGM年轻人参与,其中46人(56%)报告在基线时使用PrEP。我们的机器学习模型在预测PrEP使用和不使用方面表现出良好的预测准确性,在整合所有移动应用程序(包括消息传递、约会和社交媒体移动应用程序)的数据时,获得了0.84 (PrEP使用)和0.82(未使用)的F1分数。相比之下,仅基于社交媒体移动应用程序使用情况、与性行为和物质使用风险相关的语言或位置监测的预测准确性较差(F1得分分别为0.79/0.75、0.70/0.57和0.70/0.52)。还测试了其他特征提取方法以及这些特征的各种组合。然而,没有一个模型能够达到与所有手机应用使用数据相结合的预测准确性。这项研究证明了机器学习在准确预测SGM年轻人PrEP使用状况方面的潜力。研究结果为制定更个性化的PrEP推广策略提供了基础,特别是在使用社交媒体和约会应用程序的SGM年轻人中。未来的研究应评估该模型在不同SGM亚群中的适应性,以进一步为干预措施的制定提供信息。注册:ClinicalTrials.gov, ID: NCT04710901, 2020年11月9日。
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引用次数: 0
Disparities in Pediatric Firearm Injury Care: A Comparison of Chronic Illness Pathways. 儿童火器伤害护理的差异:慢性疾病途径的比较。
IF 2.7 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-02 DOI: 10.1007/s11121-025-01865-0
Kelsey Gastineau, Velma Murry, Rasheedat Fetuga, Sabrina Carro, Regan Williams, Krista R Mehari

Pediatric firearm injuries represent a leading cause of morbidity and mortality in the USA, yet clinical care models for youth with firearm injuries remain fragmented and unstandardized. Unlike other serious pediatric conditions such as asthma and cancer, which benefit from established interdisciplinary care pathways, firearm injuries are often treated as isolated events without structured follow-up or coordinated support systems. This absence of standardized clinical guidelines reflects broader systemic biases in how these injuries are perceived and managed within health care. Drawing on the Injury Equity Framework and established chronic disease management models, we propose comprehensive, trauma-informed clinical guidelines for pediatric firearm injury care spanning primary, secondary, and tertiary prevention. These guidelines emphasize universal firearm safety screening integrated into routine pediatric visits, standardized protocols for acute trauma care with automatic interdisciplinary team activation, and structured longitudinal follow-up addressing medical, behavioral health, and social needs. By comparing current fragmented approaches to evidence-based care pathways used in asthma and cancer management, we identify critical gaps in continuity and comprehensiveness of firearm injury care and offer specific, actionable recommendations to close these gaps.

在美国,儿童枪支伤害是发病率和死亡率的主要原因,但青少年枪支伤害的临床护理模式仍然是碎片化和不标准化的。与哮喘和癌症等其他严重儿科疾病不同(这些疾病得益于已建立的跨学科护理途径),火器伤害通常被视为孤立事件,没有结构化的随访或协调的支持系统。标准化临床指南的缺乏反映了在卫生保健中如何感知和管理这些伤害的更广泛的系统性偏见。根据伤害公平框架和已建立的慢性疾病管理模式,我们提出了全面的、创伤知情的儿科枪支伤害护理临床指南,涵盖初级、二级和三级预防。这些指南强调将普遍的枪支安全筛查整合到常规儿科就诊中,采用自动跨学科团队激活的急性创伤护理标准化方案,以及针对医疗、行为健康和社会需求的结构化纵向随访。通过比较目前零散的方法与哮喘和癌症管理中使用的循证护理途径,我们确定了枪支伤害护理的连续性和全面性方面的关键差距,并提供了具体的、可操作的建议来缩小这些差距。
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Prevention Science
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