Mid-Atlantic Region

大西洋中部地区
  • 文章类型: Journal Article
    莱姆病是一种空间异质性蜱传感染,美国约85%的病例集中在大西洋中部和东北部各州。莱姆病及其病原体的监测,包括公共卫生病例报告和昆虫学监测,有必要了解它的流行范围,但目前常用的病例检测方法有局限性。为了评估莱姆病监测的替代方法,我们对马里兰州约翰霍普金斯卫生系统的莱姆病病例进行了地理空间分析。我们使用了两种病例来源:a)对莱姆病的阳性检测和与莱姆病相关综合征一致的同期诊断代码的个体;b)被推荐接受莱姆病评估的个体,被裁定患有莱姆病。对照组是来自转诊队列的被判断为没有莱姆病的个体。住宅地址数据适用于所有病例和对照。我们使用带有平滑函数的分层贝叶斯模型进行坐标位置,以评估约翰霍普金斯医院100公里内莱姆病的概率。我们发现在巴尔的摩北部和西部,莱姆病的可能性最大,受试者患莱姆病的局部概率变化多达30倍。人口和生态变量的调整部分减弱了空间梯度。我们的研究支持电子病历数据对莱姆病回顾性监测的适用性。
    Lyme disease is a spatially heterogeneous tick-borne infection, with approximately 85% of US cases concentrated in the mid-Atlantic and northeastern states. Surveillance for Lyme disease and its causative agent, including public health case reporting and entomologic surveillance, is necessary to understand its endemic range, but currently used case detection methods have limitations. To evaluate an alternative approach to Lyme disease surveillance, we have performed a geospatial analysis of Lyme disease cases from the Johns Hopkins Health System in Maryland. We used two sources of cases: a) individuals with both a positive test for Lyme disease and a contemporaneous diagnostic code consistent with a Lyme disease-related syndrome; and b) individuals referred for a Lyme disease evaluation who were adjudicated to have Lyme disease. Controls were individuals from the referral cohort judged not to have Lyme disease. Residential address data were available for all cases and controls. We used a hierarchical Bayesian model with a smoothing function for a coordinate location to evaluate the probability of Lyme disease within 100 km of Johns Hopkins Hospital. We found that the probability of Lyme disease was greatest in the north and west of Baltimore, and the local probability that a subject would have Lyme disease varied by as much as 30-fold. Adjustment for demographic and ecological variables partially attenuated the spatial gradient. Our study supports the suitability of electronic medical record data for the retrospective surveillance of Lyme disease.
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  • 文章类型: Journal Article
    在大西洋中部地区(美国),肥料和肥料的历史应用速度超过了作物P的去除速度,导致数十年来农业径流中P的损失导致水质恶化。因此,该地区的许多种植者面临着未来P应用的限制。对命运的更好理解,转换,管理富磷土壤需要磷的可用性。我们配对化学萃取(即,Mehlich-3,水萃取P,和化学分馏)使用非破坏性方法(即,边缘结构附近的X射线吸收[XANES]光谱学和X射线荧光[XRF]),以研究具有各种管理历史的八种富含P的中大西洋土壤中的P动力学。化学分馏和XRF数据用于支持XANES线性组合拟合,允许识别各种铝,Ca,以及用肥料改良的土壤中的磷酸铁和磷吸附相,家禽垫料,或乳肥。管理历史和磷形态被用来对八种遗留磷土壤进行定性比较;我们还推测了磷形态如何在有或没有额外施用磷的情况下影响这些土壤的未来管理。随着P的持续应用,我们预计半晶Al和Fe-P会增加,P吸附到Al(氢)氧化物中,以及所有P源在这些土壤中不溶性Ca-P物种。在缩编情况下,我们预计植物首先从半结晶磷酸铝和磷酸铁吸收磷,然后是磷吸附相。我们的结果可以帮助指导具有施用P历史的沿海平原土壤的管理决策。
    Historical applications of manures and fertilizers at rates exceeding crop P removal in the Mid-Atlantic region (United States) have resulted in decades of increased water quality degradation from P losses in agricultural runoff. As such, many growers in this region face restrictions on future P applications. An improved understanding of the fate, transformations, and availability of P is needed to manage P-enriched soils. We paired chemical extractions (i.e., Mehlich-3, water extractable P, and chemical fractionation) with nondestructive methods (i.e., x-ray absorption near edge structure [XANES] spectroscopy and x-ray fluorescence [XRF]) to investigate P dynamics in eight P-enriched Mid-Atlantic soils with various management histories. Chemical fractionation and XRF data were used to support XANES linear combination fits, allowing for identification of various Al, Ca, and Fe phosphates and P sorbed phases in soils amended with fertilizer, poultry litter, or dairy manure. Management history and P speciation were used to make qualitative comparisons between the eight legacy P soils; we also speculate about how P speciation may affect future management of these soils with and without additional P applications. With continued P applications, we expect an increase in semicrystalline Al and Fe-P, P sorbed to Al (hydro)oxides, and insoluble Ca-P species in these soils for all P sources. Under drawdown scenarios, we expect plant P uptake first from semicrystalline Al and Fe phosphates followed by P sorbed phases. Our results can help guide management decisions on coastal plain soils with a history of P application.
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  • 文章类型: Journal Article
    目的:该研究旨在描述具有医疗复杂性(CMC)的儿童的主要看护人与儿童看护网络其他成员的互动体验,从而为护理网络的健康信息技术(IT)设计提供信息。照顾网络包括朋友,家庭,社区成员,和其他提供资源的值得信赖的个人,信息,健康,或儿童保育。
    方法:我们对两项定性研究进行了二次分析。主要研究对CMC的家庭照顾者进行了半结构化访谈(n=50)。采访在中西部(n=30)和大西洋中部地区(n=20)进行。访谈被逐字转录,用于主题分析。新兴主题被映射到对未来健康IT设计的影响。
    结果:主题分析确定了8个主题,这些主题表征了广泛的主要护理人员在构建,管理,并确保在整个护理网络中提供高质量的护理服务。
    结论:研究结果表明,迫切需要创建灵活且可定制的工具,以支持招聘/培训流程,协调整个护理网络的日常护理,通过护理网络传达不断变化的需求和护理更新,并为护理人员无法向CMC提供护理的情况制定应急计划。信息员还应该设计可访问的平台,允许主要护理人员与其他护理人员联系并向其学习,同时尽量减少用户指示的敏感或情感内容的暴露。
    结论:本文通过揭示CMC主要护理人员以前未被认可的需求和经验,并与设计含义直接联系,为CMC护理网络的健康IT设计做出了贡献。
    OBJECTIVE: The study aimed to characterize the experiences of primary caregivers of children with medical complexity (CMC) in engaging with other members of the child\'s caregiving network, thereby informing the design of health information technology (IT) for the caregiving network. Caregiving networks include friends, family, community members, and other trusted individuals who provide resources, information, health, or childcare.
    METHODS: We performed a secondary analysis of two qualitative studies. Primary studies conducted semi-structured interviews (n = 50) with family caregivers of CMC. Interviews were held in the Midwest (n = 30) and the mid-Atlantic region (n = 20). Interviews were transcribed verbatim for thematic analysis. Emergent themes were mapped to implications for the design of future health IT.
    RESULTS: Thematic analysis identified 8 themes characterizing a wide range of primary caregivers\' experiences in constructing, managing, and ensuring high-quality care delivery across the caregiving network.
    CONCLUSIONS: Findings evidence a critical need to create flexible and customizable tools designed to support hiring/training processes, coordinating daily care across the caregiving network, communicating changing needs and care updates across the caregiving network, and creating contingency plans for instances where caregivers are unavailable to provide care to the CMC. Informaticists should additionally design accessible platforms that allow primary caregivers to connect with and learn from other caregivers while minimizing exposure to sensitive or emotional content as indicated by the user.
    CONCLUSIONS: This article contributes to the design of health IT for CMC caregiving networks by uncovering previously underrecognized needs and experiences of CMC primary caregivers and drawing direct connections to design implications.
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  • 文章类型: Journal Article
    2007年夏末在特拉华州海岸发生的卡列尼亚花花是在德尔马瓦半岛报道的第一次卡列尼亚花(特拉华州,马里兰,和弗吉尼亚,美国)。自2007年以来,国家机构和公民科学团体进行的有限的时空监测表明,几种卡列尼亚物种是德尔马瓦半岛沿岸浮游植物群落的年度组成部分,通常以低浓度(100至10,000个细胞L-1)的背景存在。2010年,2016年,2018年和2019年在德尔马瓦半岛沿岸的不同地区发生了卡列尼亚(>105个细胞L-1)的绽放。在2017年夏末和初秋,切萨皮克湾下游经历了K.papilionacea开花,第一个记录在海湾水域。开花通常发生在夏天到秋天,但不是单一的;相反,它们以K.mikimootoi或K.papilionacea为主,与K.selliformis,K.短肌样细胞,还有一种未描述的卡列尼亚种。这些大西洋中部卡列尼亚种的细胞浓度。花朵的浓度等于其他卡列尼亚花朵的报告浓度。然而,未观察到通常与卡伦尼亚赤潮相关的对环境和人类健康的负面影响。这里收集的数据报告了通过2007年至2022年进行的常规监测和机会采样以及2018年和2019年进行的研究航行发现的德尔马瓦半岛沿海水域中存在多种卡列尼亚物种。这些数据应用作未来浮游植物群落分析的基线,以支持沿海HAB监测计划。
    A bloom of Karenia papilionacea that occurred along the Delaware coast in late summer of 2007 was the first Karenia bloom reported on the Delmarva Peninsula (Delaware, Maryland, and Virginia, USA). Limited spatial and temporal monitoring conducted by state agencies and citizen science groups since 2007 have documented that several Karenia species are an annual component of the coastal phytoplankton community along the Delmarva Peninsula, often present at background to low concentrations (100 to 10,000 cells L-1). Blooms of Karenia (> 105 cells L-1) occurred in 2010, 2016, 2018, and 2019 in different areas along the Delmarva Peninsula coast. In late summer and early autumn of 2017, the lower Chesapeake Bay experienced a K. papilionacea bloom, the first recorded in Bay waters. Blooms typically occurred summer into autumn but were not monospecific; rather, they were dominated by either K. mikimotoi or K. papilionacea, with K. selliformis, K. brevis-like cells, and an undescribed Karenia species also present. Cell concentrations during these mid-Atlantic Karenia spp. blooms equalled concentrations reported for other Karenia blooms. However, the negative impacts to environmental and human health often associated with Karenia red tides were not observed. The data compiled here report on the presence of multiple Karenia species in coastal waters of the Delmarva Peninsula detected through routine monitoring and opportunistic sampling conducted between 2007 and 2022, as well as findings from research cruises undertaken in 2018 and 2019. These data should be used as a baseline for future phytoplankton community analyses supporting coastal HAB monitoring programs.
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  • 文章类型: Journal Article
    随着湿地及其相关生态系统服务在景观中的丧失,必须能够理解这些服务背后的生态功能变化。基于现场的功能评估可以在一组强大的功能中产生一系列特定的分数,但是随着评估的湿地数量的增加,时间和成本过高。基于远程的功能评估是广泛评估的替代方案,但在评分和功能组合方面的局限性需要权衡成本。为了解决这些问题,我们创建了一个开发湿地功能水文地貌远程评估(HGM-RAWF)的框架。植根于现有的基于野外的功能评估及其基础模型的水文地貌方法,这种远程功能评估用远程评估代理代替了基于现场的评估方法。由于潜在的远程代理是通过文献综述和统计筛选确定的,用于远程评估,大西洋中部地区222个淡水湿地的基于野外的参考湿地数据库提供了一个基线,可以通过该基线比较和校准远程数据。由此产生的HGM-RAWF协议远程评估了大西洋中部的七个水文学和生物地球化学功能,其评估分数与基于野外的评估分数相似。有明显的限制,HGM-RAWF框架提供了在广泛的地理范围内创建桌面功能评估的手段,具有基于实地的评估的多样性和特殊性,同时降低了与远程评估相关的成本。它在HGM方法和公共空间数据集的使用中的基础使该框架可以在区域范围内采用,并可以用作国家湿地功能评估的模型。
    With loss of wetlands and their associated ecosystem services within landscapes, it is imperative to be able to understand the change in ecological functions underlying these services. Field-based functional assessments can produce a range of specific scores among a robust set of functions but are time and cost prohibitive as the number of wetlands assessed increases. Remote-based functional assessments are an alternative for broad scale assessments, but trade-off cost for limitations in scoring and functional assemblage. To address these concerns, we created a framework for the development of the Hydrogeomorphic Remote Assessment of Wetland Function (HGM-RAWF). Rooted in the hydrogeomorphic approach of an existing field-based functional assessment and its underlying models, this remote functional assessment substitutes field-based assessment methods with remotely assessed proxies. As potential remote proxies were determined through literature review and statistically screened for use in the remote assessment, a field-based reference wetland database of 222 freshwater wetlands in the Mid-Atlantic Region provided a baseline by which remote data could be compared and calibrated. The resulting HGM-RAWF protocol remotely assesses seven hydrology and biogeochemistry functions in the Mid-Atlantic with assessment scores similar to its field-based counterparts. With noted limitations, the HGM-RAWF framework provides the means to create desktop functional assessments across broad geographic scales with the diversity and specificity of field-based assessments at the reduced costs associated with remote assessments. Its basis in the HGM approach and use of public spatial datasets allows the framework to be adopted regionally and can be used as a model for national wetland functional assessment.
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  • 文章类型: Journal Article
    2015年“巴黎协定”旨在将全球平均气温上升限制在明显<2°C,优选在高于工业化前水平的1.5°C内。许多研究都集中在评估不同部门如何应对这种变暖水平。尽管如此,这些研究中的大多数未能提供明确的路线图来减轻这些影响。一个恰当的例子是玉米和大豆产量的预期下降以及向水体排放的磷(P)和氮(N)的增加,与过去的农业实践和气候变化有关的趋势。在这项研究中,我们采用了新的评估,评估了在1.5°C和2°C的全球变暖(GW)情景下现有的管理实践如何影响大西洋中部地区典型农业分水岭中的时间和空间养分可用性以及作物产量。特别是新泽西州的上莫里斯河流域(UMRW)。使用土壤和水评估工具(SWAT)和多个全球气候模型(GCM)预测,我们发现,与1.5°C相比,2°CGW的情况会加剧径流,导致营养浸出放大。这些损失降低了作物生长季节期间的养分利用率。此外,施肥时间与作物养分吸收之间的不匹配导致了与养分相关的压力。这种养分和预期的温度胁迫导致2°CGW情景下的作物产量比1.5°C情景下的作物产量显着下降。我们设计了一个管理方案,以减少未来的养分损失,同时增加作物产量。该策略涉及改变种植/收获的时间和肥料施用率,以应对气候变暖。这种方法预计将使玉米和大豆产量增加+39%(+21%)和+2%(+17%),分别,在RCP-4.5途径的1.5°C(2.0°C)GW情景下。同时,预计在1.5°C(2.0°C)GW时降低N和P负荷。在RCP-8.5途径下也观察到相当的预测。
    The 2015 \"Paris Agreement\" aims to limit the global average temperature rise to significantly less than 2 °C, preferably within 1.5 °C above pre-industrial levels. A multitude of studies have focused on evaluating how different sectors respond to such levels of warming. Nonetheless, most of these studies fail to provide a clear roadmap to mitigate these impacts. A case in point is the anticipated decline in corn and soybean yields and increased phosphorus (P) and nitrogen (N) discharge into water bodies, a trend linked to past agricultural practices and climate change. In this research, we employ a novel assessment of how existing management practices under 1.5 °C and 2 °C global warming (GW) scenarios can affect nutrient availability in time and space as well as crop yield in a typical agricultural watershed in the Mid-Atlantic Region, specifically the Upper Maurice River Watershed (UMRW) in New Jersey. Using the Soil and Water Assessment Tool (SWAT) with multiple Global Climate Model (GCM) projections, we found that compared to 1.5 °C, a 2 °C GW scenario would exacerbate runoff, leading to amplified nutrient leaching. These losses decrease nutrient availability during the crop growing season. Moreover, a mismatch between the timing of fertilizer application and crop nutrient absorption caused nutrient-related stress. This nutrient and anticipated temperature stress resulted in a more significant decrease in crop yields under the 2 °C GW scenario than the 1.5 °C scenario. We have designed a management scenario to reduce future nutrient losses while increasing crop yields. The strategy involves altering the timing of planting/harvesting and the fertilizer application rate in response to a warming climate. This approach is projected to increase corn and soybean yields by +39 % (+21 %) and +2 % (+17 %), respectively, under the 1.5 °C (2.0 °C) GW scenario for the RCP-4.5 pathway. Simultaneously, it is expected to decrease the N and P loads at 1.5 °C (2.0 °C) GW. Comparable projections are also observed under the RCP-8.5 pathway.
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  • 文章类型: Journal Article
    学校纪律中的种族差异可能会对更大的非停学学生群体产生附带影响。本研究利用了两个纵向数据集,其中1201名非悬吊青少年(48%为黑人,52%白人;55%女性,45%的男性;法师:12-13)在2016-2017和2017-2018学年期间,在美国大西洋中部城市的84个教室中注册。同班同学“轻微违规停赛”预测,明年非停赛黑人青少年的挑衅违规行为会更大,对于主要在黑人教室就读的黑人青年来说,这种纵向关系更糟。对于白人青年来说,同学们的轻微违规停学预测了更大的挑衅违规行为,特别是当他们被录取在主要的非白人教室时。学校纪律中的种族不平等可能会产生不利影响,无论种族如何,所有青少年都处于不利地位。
    Racial disparities in school discipline may have collateral consequences on the larger non-suspended student population. The present study leveraged two longitudinal datasets with 1201 non-suspended adolescents (48% Black, 52% White; 55% females, 45% males; Mage : 12-13) enrolled in 84 classrooms in an urban mid-Atlantic city of the United States during the 2016-2017 and 2017-2018 academic years. Classmates\' minor infraction suspensions predicted greater next year\'s defiant infractions among non-suspended Black adolescents, and this longitudinal relation was worse for Black youth enrolled in predominantly Black classrooms. For White youth, classmates\' minor infraction suspensions predicted greater defiant infractions specifically when they were enrolled in predominantly non-White classrooms. Racial inequities in school discipline may have repercussions that disadvantage all adolescents regardless of race.
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  • 文章类型: Journal Article
    目的:在美国大西洋中部地区的一个大型三级转诊中心,研究培养阳性微生物性角膜炎的微生物分布和抗菌药物敏感性。
    方法:回顾性回顾2016年至2020年Wilmer眼科研究所培养阳性微生物性角膜炎病例。
    结果:在474例培养阳性的微生物性角膜炎病例中,大多数是细菌(N=450,94.9%),其次是真菌(N=48,10.1%)和棘阿米巴角膜炎(N=15,3.1%)。在450个细菌分离物中,284(69.5%)为革兰氏阳性菌,而157(28.4%)是革兰氏阴性菌。最常见的细菌是凝固酶阴性葡萄球菌属(N=154,24.8%),最常见的革兰阴性分离株为铜绿假单胞菌(N=76,12.3%)。在真菌中,最常见的分离株是念珠菌(N=25,45.4%),镰刀菌(N=6,10.9%)和曲霉属(N=3,5.5%)较不常见。在217个细菌分离株的红霉素药敏试验中,121例(55.7%;60%的凝固酶阴性葡萄球菌和棒杆菌检测)对红霉素有耐药性。
    结论:美国巴尔的摩中大西洋地区的微生物角膜炎最常见的是细菌,真菌和棘阿米巴不太常见。革兰氏阳性细菌感染占主导地位。在真菌性角膜炎病例中,念珠菌物种比丝状物种更常见。应重新检查使用红霉素作为预防感染的方法。我们的研究结果可能会指导该地理区域的经验性治疗。
    OBJECTIVE: To examine the microbial distribution and antimicrobial susceptibility of culture-positive microbial keratitis at a large tertiary referral center in the mid-Atlantic region of the United States.
    METHODS: Retrospective review of culture-positive microbial keratitis cases at the Wilmer Eye Institute from 2016 through 2020.
    RESULTS: Of the 474 culture-positive microbial keratitis cases, most were bacterial (N=450, 94.9%), followed by fungal (N=48, 10.1%) and Acanthamoeba keratitis (N=15, 3.1%). Of the 450 bacterial isolates, 284 (69.5%) were gram-positive organisms, whereas 157 (28.4%) were gram-negative organisms. The most common bacterial species isolated was coagulase-negative Staphylococcus spp (N=154, 24.8%), and the most common gram-negative isolate was Pseudomonas aeruginosa (N=76, 12.3%). Among fungi, the most common isolates were Candida (N=25, 45.4%), whereas Fusarium (N=6, 10.9%) and Aspergillus (N=3, 5.5%) were less common. Of the 217 bacterial isolates tested for erythromycin susceptibility, 121 (55.7%; ∼60% of coagulase-negative staphylococci and corynebacteria tested) showed resistance to erythromycin.
    CONCLUSIONS: Microbial keratitis in the Baltimore Mid-Atlantic region of the United States is most commonly caused by bacteria, with fungi and acanthamoeba being less common. Gram-positive bacterial infections predominate. Among fungal keratitis cases, Candida species are more commonly encountered than are filamentous species. Use of erythromycin as infection prophylaxis should be reexamined. Findings from our study may guide empiric treatment in this geographic region.
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  • 文章类型: Journal Article
    COVID-19大流行破坏了传统的医疗保健,包括儿科保健。我们描述了大流行对儿科医疗保健参与差异的影响。
    使用基于人口的横截面时间序列设计,我们比较了COVID-19大流行第一年(2020年3月至2021年2月)与大流行前同期(2019年3月至2020年2月)美国大西洋中部4个州0-21岁儿科患者的每月门诊就诊量和完成率(完成与未就诊和取消就诊).我们使用了未经调整的赔率比,按就诊类型(远程医疗或当面)和社会人口统计学特征(儿童种族和种族,照顾者的主要语言,地理编码的儿童机会索引,和乡村)。
    我们检查了1556548个针对不同儿科患者人群的定期门诊就诊。访视量和完成率(平均,70.1%)在大流行的头几个月有所下降,但到2020年6月恢复到流行前的水平。非西班牙裔黑人与非西班牙裔白人患者的面对面就诊完成率差异(64.9%vs74.3%),根据儿童机会指数(65.8%vs76.4%),来自社会经济弱势社区与优势社区的患者在大流行的第一年的剩余时间内,农村和城市社区的患者(66.0%和70.8%)与上一年相比相同。同时远程医疗的大幅增加(0.5%,大流行期间的19.0%),远程医疗完成率提高。
    大流行前儿科就诊完成率的差异在大流行期间持续存在。这些发现强调了文化上定制的做法的必要性,以减少儿科卫生保健参与的差异。
    The COVID-19 pandemic has disrupted traditional health care, including pediatric health care. We described the impact of the pandemic on disparities in pediatric health care engagement.
    Using a population-based cross-sectional time-series design, we compared monthly ambulatory care visit volume and completion rates (completed vs no-show and cancelled visits) among pediatric patients aged 0-21 years in 4 states in the mid-Atlantic United States during the first year of the COVID-19 pandemic (March 2020-February 2021) with the same period before the pandemic (March 2019-February 2020). We used unadjusted odds ratios, stratified by visit type (telehealth or in-person) and sociodemographic characteristics (child race and ethnicity, caregiver primary language, geocoded Child Opportunity Index, and rurality).
    We examined 1 556 548 scheduled ambulatory care visits for a diverse pediatric patient population. Visit volume and completion rates (mean, 70.1%) decreased during the first months of the pandemic but returned to prepandemic levels by June 2020. Disparities in in-person visit completion rates among non-Hispanic Black versus non-Hispanic White patients (64.9% vs 74.3%), patients from socioeconomically disadvantaged versus advantaged communities as measured by Child Opportunity Index (65.8% vs 76.4%), and patients in rural versus urban neighborhoods (66.0% vs 70.8%) were the same during the remainder of the first year of the pandemic as compared with the previous year. Concurrent with large increases in telehealth (0.5% prepandemic, 19.0% during the pandemic), telehealth completion rates increased.
    Disparities in pediatric visit completion rates that existed before the pandemic persisted during the pandemic. These findings underscore the need for culturally tailored practices to reduce disparities in pediatric health care engagement.
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  • 文章类型: Journal Article
    Enteric bacterial pathogen levels can influence the suitability of irrigation water sources for fruits and vegetables. We hypothesize that stable spatial patterns of Salmonella enterica and Listeria monocytogenes levels may exist across surface water sources in the Mid-Atlantic U.S. Water samples were collected at four streams and two pond sites in the mid-Atlantic U.S. over 2 years, biweekly during the fruit and vegetable growing seasons, and once a month during nongrowing seasons. Two stream sites and one pond site had significantly different mean concentrations in growing and nongrowing seasons. Stable spatial patterns were determined for relative differences between the site concentrations and average concentration of both pathogens across the study area. Mean relative differences were significantly different from zero at four of the six sites for S. enterica and three of six sites for L. monocytogenes. There was a similarity between the mean relative difference distribution between sites over growing season, nongrowing season, and the entire observation period. Mean relative differences were determined for temperature, oxidation-reduction potential, specific electrical conductance, pH, dissolved oxygen, turbidity, and cumulative rainfall. A moderate-to-strong Spearman correlation (rs > 0.657) was found between spatial patterns of S. enterica and 7-day rainfall, and between relative difference patterns of L. monocytogenes and temperature (rs = 0.885) and dissolved oxygen (rs = -0.885). Persistence in ranking sampling sites by the concentrations of the two pathogens was also observed. Finding spatially stable patterns in pathogen concentrations highlights spatiotemporal dynamics of these microorganisms across the study area can facilitate the design of an effective microbial water quality monitoring program for surface irrigation water.
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