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Reaching Across the Divide: Integrating Equitable Community-Based Qualitative Methods and Trusted Engagement Strategies Into Arizona's Statewide Maternal and Child Community Assessment. 跨越鸿沟:将公平的基于社区的定性方法和可信的参与策略整合到亚利桑那州的全州母婴社区评估中。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-09-20 DOI: 10.1177/21501319251376284
Martha Moore-Monroy, Sheila Soto, Kizil A Yusoof, Michelle Perez-Coronado, Tania Felix, Rodrigo Valenzuela Cordova, Kathryn Margaret Tucker Ortiz Y Pino, Kelly N B Palmer, Martin Celaya, John E Ehiri

Maternal mortality in the U.S. remains a pressing public health issue, with African American and Indigenous populations experiencing significantly higher rates. In Arizona, maternal mortality reached 30.0 deaths per 100,000 births in 2023, well above the national average. To address persistent maternal and child health (MCH) inequities, the Arizona Department of Health Services, in collaboration with a university and other strategic partners, conducted the 2025 Arizona Statewide Title V Maternal and Child Health Needs Assessment using community-engaged research (CeNR) approaches. Qualitative methods, including the River of Life (ROL) and Community Forums (CF), were employed to elevate diverse community voices, particularly from underserved rural, border, and minoritized populations. Key priorities identified included improving access to mental health care, addressing childcare shortages, expanding transportation and healthcare access, and strengthening culturally and linguistically appropriate services. The ROL approach revealed 8 social drivers of health, while CFs highlighted actionable solutions rooted in lived experience. Findings underscore the need for upstream policy investments and community-informed strategies to reduce maternal health disparities and improve statewide MCH outcomes. This participatory process demonstrates the value of engaging historically marginalized communities in shaping programs and policies that directly impact their health and well-being.

美国的产妇死亡率仍然是一个紧迫的公共卫生问题,非洲裔美国人和土著人口的死亡率明显更高。在亚利桑那州,2023年孕产妇死亡率达到30.0 / 10万,远高于全国平均水平。为了解决持续存在的妇幼保健不平等问题,亚利桑那州卫生服务部与一所大学和其他战略伙伴合作,利用社区参与研究(CeNR)方法,开展了2025年亚利桑那州全州第五章妇幼保健需求评估。定性方法,包括生命之河(ROL)和社区论坛(CF),被用来提升不同社区的声音,特别是来自服务不足的农村、边境和少数民族人口的声音。确定的主要优先事项包括改善获得精神保健的机会,解决儿童保育短缺问题,扩大交通和保健服务,以及加强与文化和语言相适应的服务。ROL方法揭示了健康的8个社会驱动因素,而cf则强调了基于生活经验的可行解决方案。调查结果强调需要上游政策投资和社区知情战略,以减少孕产妇健康差距和改善全州妇幼保健成果。这一参与性过程表明,让历史上被边缘化的社区参与制定直接影响其健康和福祉的项目和政策的价值。
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引用次数: 0
Utilizing the Human Animal Bond to Promote Preventive Care Engagement in Underserved Communities: A Descriptive Study of 2 U.S. One Health Clinics. 利用人与动物的纽带促进服务不足社区的预防保健参与:对2家美国一家健康诊所的描述性研究。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-09-09 DOI: 10.1177/21501319251369270
Kimberly Aguirre Siliezar, Sonny Patel, Reema Chande, Alaina Joiner, MacKenzie C Hoover, Mary W Mathis, Janet Hendrickson, Julio Siliezar, Kristin Jankowski

Introduction/objectives: The purpose of this descriptive study was to strengthen understanding of the human-animal bond and the impact of One Health Clinics (OHCs) on the communities they serve. We aimed to assess how joint access to veterinary care and human health services enables community members to engage with healthcare for themselves.

Methods: Individuals attending 2 OHCs in the United States were surveyed to gain insight into reasons for attending OHCs, attitudes on the human-animal bond, healthcare access and utilization, and pet owner satisfaction and trust toward medical and veterinary professionals. Both clinics operated in areas with limited medical and veterinary healthcare access, but varied in clinic structure and availability of human healthcare volunteers.

Results: A total of 175 surveys were analyzed. Most participants attended primarily for veterinary services (Clinic A: 91%, Clinic B: 75%). However, a significantly higher proportion of Clinic B participants received health screenings (91% vs 32%, P < .0001), learned new health information (48% vs 31%, P = .0129), and were provided with follow-up health resources (84% vs 51%, P = .000007). Across both sites, the majority expressed high trust in medical and veterinary providers (Clinic A: 84%-95%, Clinic B: 90%-98%) and reported high satisfaction with the care received. Most participants considered their pets vital family members (Clinic A: 81%, Clinic B: 93%), and many credited their pets with supporting physical activity and reducing feelings of depression and loneliness. Importantly, a majority of respondents at both clinics indicated they were more likely to seek healthcare for themselves if veterinary services were also available (Clinic A: 56%, Clinic B: 72%).

Conclusions: These findings suggest that OHCs have the potential to enhance access to human healthcare in underserved communities by utilizing veterinary services as a point of engagement. Participants reported a strong bond with their pet. Based on reported levels of trust and satisfaction, the OHC model may help strengthen relationships between underserved communities and human healthcare and veterinary professionals.

前言/目的:本描述性研究的目的是加强对人与动物之间的联系以及“一个健康诊所”(OHCs)对其所服务社区的影响的理解。我们的目的是评估如何联合获得兽医护理和人类健康服务,使社区成员自己参与医疗保健。方法:对在美国参加2家宠物健康中心的个体进行调查,了解他们参加宠物健康中心的原因、对人-动物关系的态度、医疗保健的获取和利用以及宠物主人对医疗和兽医专业人员的满意度和信任度。这两个诊所都在医疗和兽医保健服务有限的地区开展业务,但诊所结构和人类保健志愿者的可用性各不相同。结果:共分析175份问卷。大多数参与者主要是为了兽医服务(诊所A: 91%,诊所B: 75%)。然而,诊所B参与者接受健康筛查的比例明显更高(91%对32%,P P =。0129),并提供随访卫生资源(84%对51%,P = 0.000007)。在这两个地点,大多数人对医疗和兽医提供者表示高度信任(诊所A: 84%-95%,诊所B: 90%-98%),并对所接受的护理表示高度满意。大多数参与者认为他们的宠物是重要的家庭成员(诊所A: 81%,诊所B: 93%),许多人认为他们的宠物支持身体活动,减少抑郁和孤独的感觉。重要的是,这两个诊所的大多数受访者表示,如果也有兽医服务,他们更有可能为自己寻求医疗保健(诊所a: 56%,诊所B: 72%)。结论:这些发现表明,卫生保健中心有潜力利用兽医服务作为参与点,在服务不足的社区提高人类卫生保健的可及性。参与者报告说,他们与宠物的关系很密切。根据报告的信任和满意度水平,OHC模式可能有助于加强服务不足的社区与人类卫生保健和兽医专业人员之间的关系。
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引用次数: 0
Advanced Clinical Practice. 高级临床实践。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-09-28 DOI: 10.1177/21501319251350911
Gemma Hurley, Jennifer Egbunike
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引用次数: 0
Adult Immunisation in a South Indian Tertiary Care Hospital: Who Benefits, What's Safe, and What Holds Us Back? 南印度三级医院的成人免疫接种:谁受益,什么是安全的,什么阻碍了我们?
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-11-25 DOI: 10.1177/21501319251380436
Merrin Mathew, Madhan Ramesh, Thippeswamy Thippeswamy, Mandyam Dhati Ravi, Yeliyur Sreerangachar Ravi Kumar

Background: Adult immunisation is a critical yet underutilised public health strategy in India, despite the growing burden of vaccine-preventable diseases (VPDs) among adults. However, previous studies have explored awareness, knowledge, and acceptance of selected adult vaccines, a comprehensive understanding of utilisation patterns and vaccine-seeking behaviour remains limited.

Methodology: A prospective observational study was conducted from April 2023 to February 2024 (10 months) at the Adult Immunisation and Travel Medicine Centre of a tertiary hospital. Adults aged ≥16 years who received at least 1 recommended vaccine were included, focusing on those outside the age group covered by the national immunisation programme. Data on demographics, immunisation status, comorbidities, and adverse events following immunisation (AEFIs) were collected. Statistical associations were analysed using the chi-square test (P < .05) and logistical regression.

Results: A total of 1021 vaccine doses were utilised by 819 individuals. The most commonly utilised vaccines were Hepatitis B (62.03%), Influenza (10.99%), and Pneumococcal Conjugate Vaccine (PCV; 6.72%). The majority of recipients were female (58.97%), young adults (70.7%), healthcare workers (HCWs; 70.69%), and individuals from higher socio-economic classes (61.91%). Vaccine utilisation was 2.4 times higher among HCWs than non-HCWs. Partial immunisation was more common among young males (P < .0001) from non-HCWs (47.92%, 0.03) populations and those from lower-middle (67.93%, P < .0001) socio-economic classes. Only 1 serious Adverse Event (AE) was reported, later found to be unrelated with vaccination. Chi-square analysis revealed statistically significant associations between vaccine utilisation and variables such as gender, age, population type, socio-economic status, and comorbidities (P < .05).

Conclusion: Similar to global and national trends, adult vaccine coverage remained sub-optimal. However, among the limited users, only the economically advantaged sections of the community were able to afford and access immunisation, while vaccine-seeking behaviour was largely absent across wider segments of society.

背景:在印度,成人免疫接种是一项关键但未充分利用的公共卫生战略,尽管成人中疫苗可预防疾病(VPDs)的负担日益沉重。然而,先前的研究已经探索了对选定成人疫苗的认识、知识和接受程度,对利用模式和寻求疫苗行为的全面了解仍然有限。方法:一项前瞻性观察研究于2023年4月至2024年2月(10个月)在一家三级医院成人免疫和旅行医学中心进行。年龄≥16岁且接种了至少一种推荐疫苗的成年人被纳入研究,重点是国家免疫规划所涵盖年龄组之外的成年人。收集了人口统计学、免疫状况、合并症和免疫后不良事件(AEFIs)的数据。使用卡方检验分析统计关联(P)结果:819人总共使用了1021剂疫苗。最常用的疫苗是乙型肝炎(62.03%)、流感(10.99%)和肺炎球菌结合疫苗(PCV; 6.72%)。大多数接受者是女性(58.97%)、年轻人(70.7%)、卫生保健工作者(HCWs; 70.69%)和来自较高社会经济阶层的个人(61.91%)。卫生保健工作者的疫苗使用率是非卫生保健工作者的2.4倍。部分免疫接种在年轻男性中更为常见。结论:与全球和全国趋势相似,成人疫苗覆盖率仍处于次优水平。然而,在有限的使用者中,只有社区中经济上有利的部分能够负担得起并获得免疫接种,而在更广泛的社会阶层中,基本上没有寻求疫苗的行为。
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引用次数: 0
Examining Healthcare Providers' Knowledge, Attitudes, and Practices in Supporting Pregnant Farmworkers to Mitigate Occupational Pesticide Exposure in California: A Qualitative Study. 检查医疗保健提供者的知识,态度和做法,支持怀孕农场工人减轻职业农药暴露在加利福尼亚州:一项定性研究。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-23 DOI: 10.1177/21501319251407545
S Kathleen Steel, Carly Hyland

Introduction and objectives: Pesticide exposure during pregnancy is associated with adverse outcomes, and farmworkers face disproportionate risk. In California, healthcare providers can help mitigate exposure through work accommodation notes and State Disability Insurance (SDI) certification. However, little is known about provider knowledge and practices in this area. This study explores how healthcare providers support pregnant farmworking patients in reducing occupational pesticide exposure and identifies key barriers, facilitators, and recommendations for healthcare systems.

Methods: We conducted 3 virtual focus groups and 6 interviews (July 2024-March 2025) with California healthcare providers and state agency staff. Discussions explored knowledge, attitudes, and practices around screening, counseling, and SDI certification for pregnant farmworkers. Transcripts were thematically analyzed using grounded theory with inductive and deductive coding.

Results: Key barriers included limited prenatal care access, inadequate provider training, limited culturally and linguistically appropriate resources, inconsistent screening and counseling practices, and uncertainty around SDI eligibility and certification. These contributed to variable practices: some providers facilitated early disability leave and others hesitated due to unclear guidance or perceived administrative burden. Facilitators included early prenatal care, staff support, knowledgeable providers, and exposure screening workflows.

Conclusions: Standardized guidelines, improved provider education, and coordinated policy and clinic-level changes are urgently needed to ensure equitable care for pregnant farmworkers.

简介和目的:妊娠期间接触农药与不良后果有关,农场工人面临着不成比例的风险。在加州,医疗保健提供者可以通过工作住宿说明和州残疾保险(SDI)认证来帮助减少暴露。然而,对于提供者在这方面的知识和实践知之甚少。本研究探讨了医疗保健提供者如何支持怀孕的农工患者减少职业性农药暴露,并确定了医疗保健系统的关键障碍、促进因素和建议。方法:我们对加州医疗保健提供者和州机构工作人员进行了3个虚拟焦点小组和6次访谈(2024年7月至2025年3月)。讨论探讨了对怀孕农场工人的筛查、咨询和SDI认证方面的知识、态度和做法。使用归纳和演绎编码的扎根理论对转录本进行主题分析。结果:主要障碍包括有限的产前护理机会,提供者培训不足,有限的文化和语言适当资源,不一致的筛查和咨询实践,以及SDI资格和认证的不确定性。这些因素导致做法不一:一些供应商为提前休伤残假提供便利,而另一些供应商则因指导不明确或认为有行政负担而犹豫不决。辅助因素包括早期产前护理、工作人员支持、知识渊博的提供者和暴露筛查工作流程。结论:迫切需要标准化的指导方针,改进提供者教育,协调政策和临床层面的变化,以确保对怀孕农场工人的公平护理。
{"title":"Examining Healthcare Providers' Knowledge, Attitudes, and Practices in Supporting Pregnant Farmworkers to Mitigate Occupational Pesticide Exposure in California: A Qualitative Study.","authors":"S Kathleen Steel, Carly Hyland","doi":"10.1177/21501319251407545","DOIUrl":"10.1177/21501319251407545","url":null,"abstract":"<p><strong>Introduction and objectives: </strong>Pesticide exposure during pregnancy is associated with adverse outcomes, and farmworkers face disproportionate risk. In California, healthcare providers can help mitigate exposure through work accommodation notes and State Disability Insurance (SDI) certification. However, little is known about provider knowledge and practices in this area. This study explores how healthcare providers support pregnant farmworking patients in reducing occupational pesticide exposure and identifies key barriers, facilitators, and recommendations for healthcare systems.</p><p><strong>Methods: </strong>We conducted 3 virtual focus groups and 6 interviews (July 2024-March 2025) with California healthcare providers and state agency staff. Discussions explored knowledge, attitudes, and practices around screening, counseling, and SDI certification for pregnant farmworkers. Transcripts were thematically analyzed using grounded theory with inductive and deductive coding.</p><p><strong>Results: </strong>Key barriers included limited prenatal care access, inadequate provider training, limited culturally and linguistically appropriate resources, inconsistent screening and counseling practices, and uncertainty around SDI eligibility and certification. These contributed to variable practices: some providers facilitated early disability leave and others hesitated due to unclear guidance or perceived administrative burden. Facilitators included early prenatal care, staff support, knowledgeable providers, and exposure screening workflows.</p><p><strong>Conclusions: </strong>Standardized guidelines, improved provider education, and coordinated policy and clinic-level changes are urgently needed to ensure equitable care for pregnant farmworkers.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251407545"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12744005/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145821292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reducing Uncontrolled Hypertension Among Medicare Patients with Home Blood Pressure Monitoring and Timely Follow-up Based on a Quality Improvement Project. 基于质量改善项目的家庭血压监测和及时随访降低医保患者未控制的高血压。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-24 DOI: 10.1177/21501319251409893
Xiaolei Zhu, Paul Francis Murphy, Alexander Kaiteris, Jordan Price

Objectives: Optimal hypertension (HTN) control is critical for reducing cardiovascular risk. National quality measures and clinical guidelines for HTN define the most recent BP reading of ≥140/90 mmHg during the performance year as uncontrolled. In the current study, we aim to improve and standardize HTN management and control through process improvement cycles in an Academic outpatient primary care setting.

Methods: Using our outpatient database, we first identified a sample of Medicare beneficiaries with HTN determined to be uncontrolled during performance years 2023 and 2024, and performing root-case analyses to find any contributing factors, and develop a strategy for improving HTN control and quality metrics.

Results: A lack of repeat BP measurement and inadequate follow-up were found to be the major factors contributing to uncontrolled BP. Home Blood Pressure Monitoring (HBPM) with timely follow-up was tested as a potential opportunity for improving HTN quality metrics in these patients. Device validation showed that 40 of 42 home BP monitors provided accurate readings. Subsequently, 38 BP uncontrolled patients were engaged through home or office BP assessments. After 2 weeks, 25 of 38 (66%) patients achieved Medicare-defined BP controlled, including 10 through HBPM alone, 8 with follow up during an office visit. Thirteen patients were still BP uncontrolled with a relative risk (RR) of 0.34 (95% CI: 0.22-0.52, P < .001).

Conclusion: These results support HBPM together with close follow-up as an effective approach to reduce the risk of uncontrolled hypertension and associated noncompliance in value-based care reporting.

目的:最佳高血压(HTN)控制是降低心血管风险的关键。国家质量措施和HTN临床指南将表现年度内最近的血压读数≥140/90 mmHg定义为未控制。在本研究中,我们的目的是改善和规范HTN的管理和控制,通过流程改进周期在学术门诊初级保健设置。方法:利用我们的门诊数据库,我们首先确定了在2023年和2024年期间确定HTN不受控制的医疗保险受益人样本,并进行根本病例分析以发现任何影响因素,并制定改善HTN控制和质量指标的策略。结果:缺乏重复血压测量和随访不充分是导致血压失控的主要因素。及时随访的家庭血压监测(HBPM)作为改善这些患者HTN质量指标的潜在机会进行了测试。设备验证表明,42个家庭血压监测仪中有40个提供了准确的读数。随后,38名血压失控的患者通过家庭或办公室血压评估参与。2周后,38例患者中有25例(66%)达到了医疗保险规定的血压控制,其中10例仅通过HBPM, 8例在办公室就诊期间随访。13例患者的血压仍未控制,相对危险度(RR)为0.34 (95% CI: 0.22-0.52)。结论:这些结果支持HBPM联合密切随访是一种有效的方法,可以降低基于价值的护理报告中高血压未控制和相关不依从性的风险。
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引用次数: 0
The Association of Social Determinants of Health Screening With Developmental and Social-Emotional Outcomes in Children Enrolled in Head Start. 健康筛查的社会决定因素与学前教育儿童的发展和社会情感结果的关系。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-10-18 DOI: 10.1177/21501319251384525
Elizabeth K Farkouh, Loren L Toussaint, Brian A Lynch

Introduction/objectives: Social determinants of health (SDOH) have the potential to differentially impact child developmental outcomes. This study examined whether scores on the Environmental Screening Questionnaire (ESQ), a newly developed SDOH screening tool, were associated with scores on the Brigance and Ages & Stages Questionnaires-Social-Emotional (ASQ:SE-2) child development assessments.

Methods: Brigance, ASQ:SE-2, and ESQ scores from children enrolled in a Head Start Program in Northeast Iowa were collected during the 2021 to 2022 and 2022 to 2023 school years. Associations between scores in each ESQ domain and Brigance and ASQ:SE-2 scores were assessed.

Results: Education-Employment and Community concerns on the ESQ were associated with reduced Brigance scores (r = -.21, P < .001; r = -.17, P = .001). Concerns related to Housing, Child and Family Health, and Community were associated with more concerning ASQ:SE-2 scores (r = .14, P = .005; r = .18, P < .001; r = 0.27, P < .001). In multivariable models controlling for sex and ethnicity, Education-Employment concerns were significant predictors of lower Brigance scores, while Child and Family Health and Community concerns were significant predictors of ASQ:SE-2 scores.

Conclusions: ESQ scores in certain SDOH domains correlate significantly with child developmental outcomes. The ESQ domains of Child and Family Health and Community appear to be particularly important for appropriate child socio-emotional development. Interventions should focus on addressing critical SDOH domains to promote child resilience and counteract the non-medical factors that can interfere with child developmental outcomes.

前言/目标:健康的社会决定因素(SDOH)有可能对儿童发育结果产生不同程度的影响。本研究考察了新开发的SDOH筛选工具——环境筛选问卷(ESQ)的得分是否与Brigance和年龄与阶段问卷-社会情感(ASQ:SE-2)儿童发展评估的得分相关。方法:收集爱荷华州东北部参加学前教育项目的儿童在2021年至2022年和2022年至2023学年的Brigance、ASQ:SE-2和ESQ分数。评估每个ESQ域得分与Brigance和ASQ:SE-2得分之间的关联。结果:教育-就业和社区对ESQ的关注与Brigance分数的降低相关(r = - 0.21, P r = - 0.17, P = .001)。与住房、儿童和家庭健康以及社区相关的问题与ASQ:SE-2得分的相关性更大(r =)。14, p = .005;r =。18, P r = 0.27, P结论:某些SDOH域的ESQ得分与儿童发育结局显著相关。儿童和家庭健康和社区的ESQ领域似乎对适当的儿童社会情感发展特别重要。干预措施应侧重于解决关键的SDOH领域,以促进儿童的复原力,并抵消可能干扰儿童发育结果的非医疗因素。
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引用次数: 0
Improving Access to Developmental Assessments Before School: Evaluation of Targeted 'School Starter Blitz' Clinics in Metropolitan Sydney. 改善入学前发展评估的机会:对悉尼市区有针对性的“学校初学者闪电战”诊所的评估。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-11-25 DOI: 10.1177/21501319251394543
Laura Meyers, Pankaj Garg, Romy Hurwitz, Sinthu Vivekanandarajah, Lydia So, Suky Yim

Background: Timely developmental assessment is essential for children with neurodevelopmental concerns, particularly before starting school. In public health systems, long wait times for multidisciplinary assessments disproportionately affect vulnerable populations, especially those from culturally and linguistically diverse (CALD) backgrounds. To address this, the South Western Sydney (SWS) Local Health District introduced 'School Starter Blitz' clinics-targeted initiatives prioritising school-entry-age children for diagnostic assessment.

Methods: This retrospective cohort study analysed data from October 2022 to September 2024 for children aged 1 to 16 years referred to the Child Development Assessment Service (CDAS) with the objective of assessing impact of Blitz intervention on waiting times. Blitz clinics were held during 4 targeted months. Structured phone screening prioritised children nearing school age, particularly those without previous diagnoses. Demographic, clinical, and service-use data were analysed using descriptive and inferential statistics.

Results: Of 1957 eligible children, 23.5% were assessed during Blitz months. These children were more likely to be younger (≤5.5 years), first-time patients, without prior diagnoses and classified as high priority at the time of referral triage (39% vs 22%, P < .001). Waiting times were significantly shorter reduced by 89 days on average (223 vs 312 days, P < .001) during blitz months. Regression analysis identified CALD background and children with diagnosis other than autism as additional factors associated with shorter wait times. Despite the Blitz months having generally shorter waiting times for various clinical factors, overall, there was no significant difference according to socioeconomic place of residence.

Conclusion: The 'School Starter Blitz' effectively prioritised younger, first-time children from CALD backgrounds for developmental assessment. It represents a feasible and scalable service redesign that improves access and reduces delays in assessment. However, successful implementation requires investment in administrative support and staff satisfaction. The findings also underscore the persistent influence of the Inverse Care Law in public health access. Broader adoption of this model has the potential to enhance both equity and efficiency across public health systems.

背景:及时的发育评估对有神经发育问题的儿童至关重要,特别是在入学前。在公共卫生系统中,等待多学科评估的时间过长对弱势群体造成了不成比例的影响,尤其是那些来自不同文化和语言背景的群体。为了解决这一问题,西南悉尼(SWS)地方卫生区推出了“学校入门闪电战”——针对诊所的倡议,优先考虑入学适龄儿童进行诊断评估。方法:本回顾性队列研究分析了2022年10月至2024年9月在儿童发展评估服务(CDAS)就诊的1至16岁儿童的数据,目的是评估闪电战干预对等待时间的影响。闪电战诊所在4个指定月份举行。有组织的电话筛查优先考虑接近学龄的儿童,特别是那些以前没有诊断过的儿童。人口统计、临床和服务使用数据采用描述性和推断性统计进行分析。结果:1957名符合条件的儿童中,23.5%在闪电战期间接受了评估。这些儿童更可能是年龄更小(≤5.5岁)的首次患者,没有先前的诊断,在转诊分诊时被列为高优先级(39% vs 22%, P P)结论:“学校初学者闪电战”有效地优先考虑来自CALD背景的年龄更小的首次儿童进行发育评估。它代表了一种可行且可扩展的服务重新设计,可以改进访问并减少评估延迟。然而,成功的实施需要在行政支持和员工满意度方面进行投资。研究结果还强调了反护理法在公共卫生获取方面的持续影响。更广泛地采用这一模式有可能提高整个公共卫生系统的公平性和效率。
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引用次数: 0
Exploring Explainable Machine Learning for Predicting and Interpreting Self-Reported Diabetes among Tennessee Adults: Insights from the 2023 Behavioral Risk Factor Surveillance System (BRFSS). 探索可解释的机器学习预测和解释田纳西州成年人自我报告的糖尿病:来自2023年行为风险因素监测系统(BRFSS)的见解。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-01 DOI: 10.1177/21501319251400546
Mustapha Aliyu Muhammad, Jamilu Sani, Mohamed Mustaf Ahmed

Background: Diabetes remains a major public health concern in the United States, particularly in Tennessee, where prevalence rates exceed national averages. Traditional statistical approaches may not fully capture the non-linear interactions among predictors. This study applied both traditional approaches and machine learning (ML) techniques to predict and identify key contributing factors associated with self-reported diabetes using the 2023 Behavioral Risk Factor Surveillance System (BRFSS) dataset.

Methods: A cross-sectional analysis was conducted on 5634 (weighted population 5 614 486) adults from the Tennessee BRFSS dataset. Sociodemographic, behavioral, and health-related variables were analyzed. Data processing, exploratory analysis, and modeling were performed in Python using Pandas, NumPy, Scikit-learn, and SHAP. Seven algorithms were tested: Logistic Regression, Support Vector Machine, K-Nearest Neighbors, Decision Tree, Random Forest, Gradient Boosting, and XGBoost, with stratified 5-fold cross-validation. Models were evaluated using accuracy, precision, recall, balanced accuracy, F1-score, AUROC, and PR-AUC.

Results: The Gradient Boosting model demonstrated the best overall performance, achieving an accuracy of 82%, precision of 48%, recall of 32%, F1-score of 37%, AUROC of 0.80, and PR-AUC of 0.45. Key predictors included high blood pressure, high cholesterol, body mass index, comorbidity burden, and physical inactivity. SHAP analysis revealed that both clinical factors and social determinants substantially influenced diabetes risk.

Conclusion: This study highlights the strong potential of machine learning, particularly Gradient Boosting, in predicting self-reported diabetes. Integrating SHAP analysis enhanced interpretability by revealing how the above factors interact to influence diabetes risk, underscoring the value of explainable AI for precision public health and targeted prevention strategies.

背景:糖尿病在美国仍然是一个主要的公共卫生问题,特别是在田纳西州,其患病率超过全国平均水平。传统的统计方法可能无法完全捕捉预测因子之间的非线性相互作用。本研究采用传统方法和机器学习(ML)技术,使用2023年行为风险因素监测系统(BRFSS)数据集预测和识别与自我报告糖尿病相关的关键影响因素。方法:对来自田纳西州BRFSS数据集的5634名成年人(加权人口5 614 486人)进行横断面分析。分析了社会人口学、行为和健康相关变量。在Python中使用Pandas、NumPy、Scikit-learn和SHAP进行数据处理、探索性分析和建模。我们测试了七种算法:逻辑回归、支持向量机、k近邻、决策树、随机森林、梯度增强和XGBoost,并进行了分层的5次交叉验证。使用准确性、精密度、召回率、平衡准确性、f1评分、AUROC和PR-AUC对模型进行评估。结果:梯度增强模型整体表现最佳,准确率为82%,精密度为48%,召回率为32%,f1得分为37%,AUROC为0.80,PR-AUC为0.45。主要预测因素包括高血压、高胆固醇、体重指数、合并症负担和缺乏身体活动。SHAP分析显示,临床因素和社会决定因素都对糖尿病风险有重大影响。结论:这项研究强调了机器学习,特别是梯度增强,在预测自我报告的糖尿病方面的强大潜力。通过揭示上述因素如何相互作用影响糖尿病风险,整合SHAP分析增强了可解释性,强调了可解释人工智能对精确公共卫生和有针对性的预防策略的价值。
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引用次数: 0
Determinants of Language Development in 18-Month-Old Children within Primary Healthcare Settings. 初级卫生保健机构中18个月大儿童语言发展的决定因素
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-10-29 DOI: 10.1177/21501319251386692
Piyaphan Trakultip, Artittaya Wangwonsin, Wutthichai Jariya

Introduction: Language development during the first 2 years is crucial for cognitive and social growth. The purpose of this study was to assess receptive language (RL) and expressive language (EL) development and associated factors in 18-month-old Thai children.

Methods: This cross-sectional study was conducted from September 2024 to February 2025. Multistage sampling was applied to recruit 1150 participants who were parents or primary caregivers of 18-month-old children. Data were collected using structured questionnaires and the Developmental Surveillance and Promotion Manual, a standardized national tool. Binary logistic regression was used to analyze associations between child, parental, and healthcare access factors and language development.

Results: Overall, 88.7% and 85.6% of children had age-appropriate RL and EL development, respectively. After adjusting for covariates, high parental knowledge and high parental behaviors in language development were significantly associated with both age-appropriate RL development (AOR = 2.122, 95% CI = 1.338-3.364 and AOR = 2.251, 95% CI = 1.396-3.628, respectively) and age-appropriate EL development (AOR = 2.452, 95% CI = 1.618-3.718 and AOR = 1.892, 95% CI = 1.210-2.960, respectively). Access to anemia screening services at 6 to 12 months was also significantly associated with both age-appropriate RL development (AOR = 1.700; 95% CI = 1.104-2.617) and age-appropriate EL development (AOR = 2.026; 95% CI = 1.384-2.967).

Conclusion: Parental and healthcare access factors were significant determinants of language development. Improving parental competencies and integrating language development surveillance and preventive healthcare at primary care settings could be valuable strategies for promoting language development in early childhood.

头两年的语言发展对认知和社会发展至关重要。本研究的目的是评估泰国18月龄儿童接受性语言(RL)和表达性语言(EL)的发展及其相关因素。方法:横断面研究于2024年9月至2025年2月进行。采用多阶段抽样方法招募了1150名参与者,他们是18个月大儿童的父母或主要照顾者。数据是通过结构化问卷和《发展监测和促进手册》(一种标准化的国家工具)收集的。采用二元逻辑回归分析儿童、父母和医疗保健获取因素与语言发展之间的关系。结果:总体而言,88.7%和85.6%的儿童分别具有与年龄相适应的RL和EL发育。调整协变量后,高父母知识和高父母行为与适龄儿童语言学习发展(AOR = 2.122, 95% CI = 1.338 ~ 3.364, AOR = 2.251, 95% CI = 1.396 ~ 3.628)和适龄儿童语言学习发展(AOR = 2.452, 95% CI = 1.618 ~ 3.718, AOR = 1.892, 95% CI = 1.210 ~ 2.960)均显著相关。6至12个月获得贫血筛查服务也与适龄RL发展(AOR = 1.700; 95% CI = 1.104-2.617)和适龄EL发展(AOR = 2.026; 95% CI = 1.384-2.967)显著相关。结论:父母因素和卫生保健可及性因素是语言发展的重要决定因素。提高父母的能力,在初级保健机构中整合语言发展监测和预防性保健,可能是促进幼儿语言发展的宝贵战略。
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引用次数: 0
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Journal of Primary Care and Community Health
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