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"Life mapping" exploring the lived experience of COVID-19 on access to HIV treatment and care in Malawi 绘制 "生活地图",探索 COVID-19 在马拉维获得艾滋病毒治疗和护理的生活经历
Pub Date : 2024-07-19 DOI: 10.12688/gatesopenres.15927.1
Jane Harries, Ruby T. Zolowere, Khokhelwa Zokwana, Krista Lauer, Jelena Bozinovski, Solange L. Baptiste
Background The COVID-19 pandemic in Malawi exacerbated, existing public health challenges including access to HIV treatment and care services. “Life Mapping,” a component of the Citizen Science community-led project in Malawi, documented the lived experiences and perspectives of people living with HIV in the context of COVID-19. Methods Citizen Science Life Maps is a three-year qualitative, longitudinal project utilizing collaborative and participatory research methods through digital storytelling to document peoples’ daily lives. Twenty participants living with HIV were recruited between 2022 and 2023 in two central regional districts of Malawi and two urban areas. The participants were given mobile smart phones to document the impact of COVID-19 on HIV prevention and treatment services, HIV treatment literacy, mental health and the COVID -19 vaccine. Data was analyzed using a thematic analysis approach. Results Access to HIV prevention and treatment slowly recovered yet introducing multi-month anti- retroviral dispensing raised concerns. In the absence of mental health care services, participants were resourceful in seeking alternative ways to deal with mental health. However, state sponsored violence in relation to COVID-19 public health measures impacted negatively not only on mental well-being but also on HIV treatment adherence. Whilst most recognized the importance of the COVID-19 vaccine, especially for people living with HIV, myths, misinformation, and conspiracy theories around the vaccine persisted especially religious themed misinformation. Conclusions This is the first study conducted in Malawi exploring the impact of the COVID-19 pandemic on people’s everyday lives including HIV treatment using digital participatory community-based research methods. The relationship between misinformation and COVID-19 vaccine hesitancy is complex and medical and scientific approaches may not be sufficient to prevent misinformation. Fear and misinformation are likely attributed to global uncertainty during the pandemic and the speed at which vaccines were developed with minimal opportunity to prepare global communities.
背景 COVID-19 在马拉维的流行加剧了现有的公共卫生挑战,包括获得艾滋病治疗和护理服务。生活地图 "是马拉维 "公民科学 "社区主导项目的一个组成部分,它记录了在 COVID-19 大流行背景下艾滋病毒感染者的生活经历和观点。方法 公民科学 "生活地图 "是一个为期三年的定性纵向项目,利用协作和参与式研究方法,通过数字叙事来记录人们的日常生活。2022 年至 2023 年期间,在马拉维的两个中部地区和两个城市地区招募了 20 名艾滋病毒感染者。参与者获得了移动智能手机,以记录 COVID-19 对 HIV 预防和治疗服务、HIV 治疗知识、心理健康和 COVID-19 疫苗的影响。采用专题分析方法对数据进行了分析。结果 艾滋病毒预防和治疗服务缓慢恢复,但引入为期数月的抗逆转录病毒药物分发引起了人们的关注。在缺乏心理健康护理服务的情况下,参与者机智地寻求其他方法来解决心理健康问题。然而,国家支持的与 COVID-19 公共卫生措施有关的暴力行为不仅对心理健康产生了负面影响,而且对坚持艾滋病治疗产生了负面影响。虽然大多数人都认识到 COVID-19 疫苗的重要性,尤其是对艾滋病病毒感染者而言,但围绕该疫苗的神话、错误信息和阴谋论依然存在,尤其是宗教方面的错误信息。结论 这是在马拉维开展的第一项研究,利用基于社区的数字化参与式研究方法,探讨 COVID-19 大流行对人们日常生活(包括艾滋病治疗)的影响。错误信息与 COVID-19 疫苗接种犹豫之间的关系非常复杂,医学和科学方法可能不足以防止错误信息。恐惧和误导很可能归因于大流行期间全球的不确定性,以及疫苗开发的速度,而全球社区准备的机会微乎其微。
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引用次数: 0
Contraceptive access and use before and during the COVID-19 pandemic: a mixed-methods study in South Africa and Zambia 在 COVID-19 大流行之前和期间获得和使用避孕药具:在南非和赞比亚进行的混合方法研究
Pub Date : 2024-07-18 DOI: 10.12688/gatesopenres.14590.2
Rebecca L. Callahan, Alice F. Cartwright, M. Beksinska, Margaret Kasaro, Jennifer H. Tang, Cecilia Milford, Christina Wong, Marissa Velarde, Virginia Maphumulo, Mariam H Fawzy, Manze Chinyama, Esther Chabu, Mayaba Mudenda, Jennifer A Smit
Background The COVID-19 pandemic affected global access to health services, including contraception We sought to explore effects of the pandemic on family planning (FP) service provision and use in South Africa and Zambia, including on implant and intrauterine device (IUD) users’ desire and ability to obtain removal. Methods Between August 2020 and April 2021, we conducted surveys with 537 women participating in an ongoing longitudinal contraceptive continuation study. We also carried out in-depth interviews with 39 of the survey participants and 36 key informants involved in FP provision. We conducted descriptive analysis of survey responses and thematic analysis of interviews. Results Contraceptive use changed minimally in this sample with the emergence of COVID-19. Fewer than half of women (n=220) reported that they tried to access FP since the start of the pandemic. The vast majority of those seeking services were using short-acting methods and 95% were able to obtain their preferred method. The proportion of women not using a method before and after the start of the pandemic did not change in Zambia (31%), and increased from 8% to 10% in South Africa. Less than 7% of implant or IUD users in either country reported wanting removal. Among the 22 who sought removal, 10 in Zambia and 6 in South Africa successfully obtained removal. In qualitative interviews, those reporting challenges to service access specifically mentioned long queues, deprioritization of contraceptive services, lack of transportation, stock-outs, and fear of contracting COVID-19 at a facility. Key informants reported stock-outs, especially of injectables, and staff shortages as barriers. Conclusions We did not find a substantial impact of COVID-19 on contraceptive access and use among this sample; however, providers and others involved in service provision identified risks to continuity of care. As the COVID-19 pandemic wanes, it continues to be important to monitor people’s ability to access their preferred contraceptive methods.
背景 COVID-19 大流行影响了全球卫生服务的获取,包括避孕药具的获取。我们试图探究大流行对南非和赞比亚计划生育(FP)服务的提供和使用的影响,包括对植入物和宫内节育器(IUD)使用者取出避孕药具的愿望和能力的影响。方法 在 2020 年 8 月至 2021 年 4 月期间,我们对参加一项正在进行的纵向避孕延续研究的 537 名妇女进行了调查。我们还对 39 名调查参与者和 36 名参与提供 FP 的关键信息提供者进行了深入访谈。我们对调查回答进行了描述性分析,对访谈进行了主题分析。结果 COVID-19 的出现使样本中避孕药具的使用发生了很小的变化。只有不到一半的妇女(n=220)报告说,自大流行开始以来,她们尝试过使用计划生育服务。绝大多数寻求服务的妇女使用的是短效避孕方法,95%的妇女能够获得自己喜欢的方法。在赞比亚,大流行开始前后未使用避孕方法的妇女比例没有变化(31%),而在南非,这一比例从 8%上升到 10%。在这两个国家中,只有不到 7% 的植入物或宫内节育器使用者表示希望取出。在 22 名寻求取出宫内节育器的人中,赞比亚有 10 人、南非有 6 人成功取出了宫内节育器。在定性访谈中,那些报告在获得服务方面遇到困难的人特别提到了排长队、避孕服务不优先、交通不便、缺货以及担心在医疗机构感染 COVID-19。主要信息提供者称,库存短缺(尤其是注射剂)和人员短缺也是障碍之一。结论 我们在样本中没有发现 COVID-19 对避孕药具的获取和使用产生实质性影响;但是,服务提供者和其他参与服务提供的人员发现了护理连续性面临的风险。随着 COVID-19 大流行的减弱,监测人们获得其首选避孕方法的能力仍然非常重要。
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引用次数: 0
Unpacking WHO and CDC Bottle Bioassay Methods: A Comprehensive Literature Review and Protocol Analysis Revealing Key Outcome Predictors 解读世界卫生组织和中国疾病预防控制中心的瓶式生物测定方法:揭示关键结果预测因素的全面文献综述和方案分析
Pub Date : 2024-06-04 DOI: 10.12688/gatesopenres.15433.1
G. Praulins, Annabel Murphy-Fegan, Jack Gillespie, Frank Mechan, Katherine Gleave, Rosemary Lees
Background Resistance monitoring is a key element in controlling vector-borne diseases. The World Health Organization (WHO) and Centres for Disease Control and Prevention (CDC) have each developed bottle bioassay methods for determining insecticide susceptibility in mosquito vectors which are used globally. Methods This study aimed to identify variations in bottle bioassay methodologies and assess the potential impact on the data that is generated. Our approach involved a systematic examination of existing literature and protocols from WHO and CDC, with a focus on the specifics of reported methodologies, variation between versions, and reported outcomes. Building on this, we experimentally evaluated the impact of several variables on bioassay results. Results Our literature review exposed a significant inconsistency in the how bioassay methods are reported, hindering reliable interpretation of data and the ability to compare results between studies. The experimental research provided further insight by specifically identifying two key factors that influence the outcomes of bioassays: mosquito dry weight and relative humidity (RH). This finding not only advances our comprehension of these assays but also underscores the importance of establishing precisely defined methodologies for resistance monitoring. The study also demonstrates the importance of controlling bioassay variables, noting the significant influence of wing length, as an indicator of mosquito size, on mortality rates in standardized bioassays. Conclusions Generating data with improved protocol consistency and precision will not only deepen our understanding of resistance patterns but also better inform vector control measures. We call for continued research and collaboration to refine and build consensus on bioassay techniques, to help bolster the global effort against vector-borne diseases like malaria.
背景 抗药性监测是控制病媒传播疾病的关键因素。世界卫生组织(WHO)和疾病控制与预防中心(CDC)分别开发了瓶式生物测定方法,用于确定蚊媒对杀虫剂的敏感性,并在全球范围内使用。方法 本研究旨在确定瓶式生物测定方法的差异,并评估其对所生成数据的潜在影响。我们的研究方法包括对现有文献以及世界卫生组织和中国疾病预防控制中心的规程进行系统检查,重点关注所报告方法的具体内容、不同版本之间的差异以及所报告的结果。在此基础上,我们通过实验评估了几个变量对生物测定结果的影响。结果 我们的文献综述发现,生物测定方法的报告方式存在严重的不一致性,这妨碍了数据的可靠解读以及比较不同研究结果的能力。实验研究通过具体确定影响生物测定结果的两个关键因素:蚊子干重和相对湿度(RH),提供了进一步的见解。这一发现不仅加深了我们对这些检测方法的理解,还强调了建立精确定义的抗药性监测方法的重要性。研究还证明了控制生物测定变量的重要性,注意到作为蚊子大小指标的翅膀长度对标准化生物测定中死亡率的显著影响。结论 通过提高规程的一致性和精确性来生成数据,不仅能加深我们对抗药性模式的了解,还能更好地为病媒控制措施提供信息。我们呼吁继续开展研究与合作,以完善生物测定技术并达成共识,从而帮助全球抗击疟疾等病媒传播疾病。
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引用次数: 0
Strengthening district health management and planning: an evaluation of a multi-country initiative in Eastern and Southern Africa 加强地区卫生管理和规划:对东部和南部非洲多国倡议的评估
Pub Date : 2024-05-16 DOI: 10.12688/gatesopenres.15007.1
Braeden M. Rogers, Kate Gooding, G. Appleford, Martina Bennett, Ernesha Webb Mazinyo
Background District health management and leadership capacity is increasingly recognised as critical to health system performance. District health managers play a central role in effective implementation and tailoring of national health policies, and they need adequate skills and support. The District Health System Strengthening Initiative (DHSSi) was implemented over 2019-22 in Malawi, Kenya, Tanzania and Uganda to strengthen sub-national capacity for evidence-based planning and a broader set of management competencies needed to operationalize district plans. To support learning and adaptation, a three-year evaluation was conducted to assess progress against outcomes and to inform ongoing implementation and future investment. Methods The evaluation used a mixed-methods theory-based approach. Evaluation questions were structured using criteria of relevance, coherence, efficiency, effectiveness, sustainability and impact, and corresponded to outputs, outcomes and impacts in the DHSSi Theory of Change. The evaluation was conducted over three annual rounds, and combined data from document review, observation, interviews and group discussions with cross-country, national and district stakeholders, and analysis of secondary quantitative data. Results Experience of DHSSi implementation indicated the relevance of supporting district management and planning, with gaps in current capacity, government interest, and indications of the potential to improve district practice. DHSSi experience also highlighted challenges to effective achievement of stronger capacity, and to translation of skills to improved management practice and, ultimately, to improved service delivery. A range of factors beyond skills affected district capacities, motivation and opportunities for effective planning and management, including areas such as funding, planning templates, health information systems, staff turnover, partner alignment and political structures. Conclusions Strengthening sub-national health management is an important agenda in efforts to expand high-quality primary health care. Future initiatives should prioritize detailed understanding of the range of influences on district management, and work to strengthen the enabling environment for effective district practice.
背景 人们日益认识到,地区卫生管理和领导能力对卫生系统的绩效至关重要。地区卫生管理人员在有效实施和调整国家卫生政策方面发挥着核心作用,他们需要足够的技能和支持。地区卫生系统强化倡议(DHSSi)于 2019-22 年在马拉维、肯尼亚、坦桑尼亚和乌干达实施,旨在加强国家以下各级的循证规划能力以及实施地区计划所需的更广泛的管理能力。为支持学习和调整,开展了一项为期三年的评估,以对照成果评估进展情况,并为正在进行的实施工作和未来投资提供信息。方法 评估采用基于理论的混合方法。评价问题采用相关性、连贯性、效率、有效性、可持续性和影响等标准进行构建,并与 DHSSi 改革理论中的产出、成果和影响相对应。评估分三轮进行,结合了文件审查、观察、与跨国、国家和地区利益相关者的访谈和小组讨论,以及对二手定量数据的分析。结果 实施 DHSSi 的经验表明,支持地区管理和规划具有现实意义,目前的能力存在差距,政 府有兴趣,而且有迹象表明有可能改进地区实践。DHSSi 的经验还突显了在有效实现更强的能力、将技能转化为改进的管理实践以及最终改进服务交付方面所面临的挑战。除技能外,还有一系列因素影响着地区的能力、积极性以及有效规划和管理的机会,包括资金、规划模板、卫生信息系统、人员更替、合作伙伴协调和政治结构等领域。结论 加强国家以下各级的卫生管理是扩大高质量初级卫生保健工作的一项重要议程。未来的倡议应优先考虑详细了解对地区管理的一系列影响因素,并努力加强有利于地区有效实践的环境。
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引用次数: 0
Identification of latent contraceptive ideational profiles among urban women in Senegal: Transitions and implications for family planning programs 塞内加尔城市妇女避孕观念的潜在特征:转变及对计划生育计划的影响
Pub Date : 2024-05-10 DOI: 10.12688/gatesopenres.15409.1
E. Mangone, Ilene Speizer, Nisha O'Shea, Kristen Hassmiller Lich
Background Latent ideational segmentation is an important technique that can enhance family planning (FP) communication campaigns by providing insight into prototypical “profiles” of women among heterogenous populations based on shared ideational characteristics that underpin contraceptive decision-making. This can improve the development of responsive, tailored content and help programs connect with intended audiences. In Senegal, 24% of married women who want to avoid pregnancy are not using modern contraceptive methods and in 2020, the Government of Senegal fell short of reaching its goal of increasing the modern contraceptive prevalence to 45%. Social, cultural, and cognitive factors are probable deterrents to contraceptive use. The objective of this study was to identify and interpret meaningful contraceptive ideational profiles (CIPs) among urban Senegalese women and examine how and why CIP structure, interpretation, and membership changed over time. Methods Using longitudinal data from 4,047 urban, in-union Senegalese women of reproductive age in 2011 and 2015, we applied latent transition analysis to identify and interpret prototypical profiles of women based on their contraceptive awareness, beliefs, self-efficacy, partner FP acceptance, partner communication, and community support. Results We identified four longitudinal CIPs and labeled them “CIP1: Lowest efficacy and FP awareness, highest misconceptions, unsupported,” “CIP2: Low efficacy and FP awareness, rejects misconceptions, unsupported,” “CIP3: Moderate efficacy, high FP awareness, high misconceptions, moderate support,” and “CIP4: Highest efficacy and FP awareness, fewest misconceptions, most supported.” At endline, more women were in higher-order CIPs compared to baseline. Exposure to FP communication via TV, radio, religious leaders, and health workers was associated with lower odds of membership in lower-order CIPs at endline, as was exposure to messages about FP and birth spacing. Conclusions This study demonstrated the potential of latent CIP methodologies to enhance current social and behavior change approaches by identifying and responding to unique and complex ideational attributes.
背景 潜在意识形态细分是一项重要技术,它可以根据避孕决策所依据的共同意识形态特征,深入了解异质人群中妇女的原型 "特征",从而加强计划生育(FP)宣传活动。这可以改进有针对性、量身定制的内容的开发,帮助计划与目标受众建立联系。在塞内加尔,24% 希望避免怀孕的已婚妇女没有使用现代避孕方法,2020 年,塞内加尔政府未能实现将现代避孕普及率提高到 45% 的目标。社会、文化和认知因素可能会阻碍避孕药具的使用。本研究的目的是在塞内加尔城市妇女中识别和解释有意义的避孕意识形态(CIP),并研究 CIP 的结构、解释和成员如何以及为何随着时间的推移而发生变化。方法 我们利用 2011 年和 2015 年来自 4047 名城市、同居的塞内加尔育龄妇女的纵向数据,采用潜伏转变分析法,根据她们的避孕意识、信念、自我效能、伴侣对 FP 的接受程度、伴侣沟通和社区支持,识别并解释妇女的原型特征。CIP3:疗效适中,FP 意识高,误解多,支持度适中",以及 "CIP4:疗效和 FP 意识最高,误解最少,支持度最高"。与基线相比,在终线时,有更多的妇女参与了更高阶的 CIPs。通过电视、广播、宗教领袖和卫生工作者接触计划生育宣传,与接触有关计划生育和生育间隔的信息一样,在终点线时加入低级CIPs的几率较低。结论 本研究通过识别和应对独特而复杂的意识形态属性,证明了潜在 CIP 方法在加强当前社会和行为改变方法方面的潜力。
{"title":"Identification of latent contraceptive ideational profiles among urban women in Senegal: Transitions and implications for family planning programs","authors":"E. Mangone, Ilene Speizer, Nisha O'Shea, Kristen Hassmiller Lich","doi":"10.12688/gatesopenres.15409.1","DOIUrl":"https://doi.org/10.12688/gatesopenres.15409.1","url":null,"abstract":"Background Latent ideational segmentation is an important technique that can enhance family planning (FP) communication campaigns by providing insight into prototypical “profiles” of women among heterogenous populations based on shared ideational characteristics that underpin contraceptive decision-making. This can improve the development of responsive, tailored content and help programs connect with intended audiences. In Senegal, 24% of married women who want to avoid pregnancy are not using modern contraceptive methods and in 2020, the Government of Senegal fell short of reaching its goal of increasing the modern contraceptive prevalence to 45%. Social, cultural, and cognitive factors are probable deterrents to contraceptive use. The objective of this study was to identify and interpret meaningful contraceptive ideational profiles (CIPs) among urban Senegalese women and examine how and why CIP structure, interpretation, and membership changed over time. Methods Using longitudinal data from 4,047 urban, in-union Senegalese women of reproductive age in 2011 and 2015, we applied latent transition analysis to identify and interpret prototypical profiles of women based on their contraceptive awareness, beliefs, self-efficacy, partner FP acceptance, partner communication, and community support. Results We identified four longitudinal CIPs and labeled them “CIP1: Lowest efficacy and FP awareness, highest misconceptions, unsupported,” “CIP2: Low efficacy and FP awareness, rejects misconceptions, unsupported,” “CIP3: Moderate efficacy, high FP awareness, high misconceptions, moderate support,” and “CIP4: Highest efficacy and FP awareness, fewest misconceptions, most supported.” At endline, more women were in higher-order CIPs compared to baseline. Exposure to FP communication via TV, radio, religious leaders, and health workers was associated with lower odds of membership in lower-order CIPs at endline, as was exposure to messages about FP and birth spacing. Conclusions This study demonstrated the potential of latent CIP methodologies to enhance current social and behavior change approaches by identifying and responding to unique and complex ideational attributes.","PeriodicalId":504483,"journal":{"name":"Gates Open Research","volume":" 47","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140991746","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simulated data for census-scale entity resolution research without privacy restrictions: a large-scale dataset generated by individual-based modeling 无隐私限制的普查规模实体解析研究模拟数据:基于个体建模生成的大规模数据集
Pub Date : 2024-05-03 DOI: 10.12688/gatesopenres.15418.1
Beatrix Haddock, Alix Pletcher, Nathaniel Blair-Stahn, O. Keyes, Matt Kappel, Steve Bachmeier, Syl Lutze, James Albright, Alison Bowman, Caroline Kinuthia, Zeb Burke-Conte, Rajan Mudambi, Abraham Flaxman
Background Entity resolution (ER) is the process of identifying and linking records that refer to the same real-world entity. ER is a fundamental challenge in data science, and a common barrier to ER research and development is that the data fields used for this fuzzy matching are personally identifiable information, such as name, address, and date of birth. The necessary restrictions on accessing and sharing these authentic data have slowed the work in developing, testing, and adopting new methods and software for ER. We recently released pseudopeople, a Python package that allows users to generate simulated datasets approaching the scale and complexity of the data on which large organizations and federal agencies, like the US Census Bureau regularly perform ER. With pseudopeople, researchers can develop new algorithms and software for ER of US population data without needing access to personal and confidential information. Methods We created the simulated population data available through pseudopeople using our Vivarium simulation platform. Our model simulates individuals and their families, households, and employment dynamics over time, which we observe through simulated censuses, surveys, and administrative data collection systems. Results Our simulation process produced over 900 gigabytes of simulated censuses, surveys, and administrative data for pseudopeople, representing hundreds of millions of simulants. A sample simulated population of thousands of simulants is now openly available to all users of the pseudopeople package, and large-scale simulated populations of millions and hundreds of millions of simulants are also available by online request through GitHub. These simulated population data are structured for use by the pseudopeople package, which includes additional affordances to add various kinds of noise to the data to provide realistic, sharable challenges for ER researchers.
背景 实体解析(ER)是指识别和链接指向同一现实世界实体的记录的过程。实体解析是数据科学中的一个基本挑战,而实体解析研究和开发的一个常见障碍是,用于模糊匹配的数据字段是个人身份信息,如姓名、地址和出生日期。对访问和共享这些真实数据的必要限制减缓了ER新方法和软件的开发、测试和采用工作。我们最近发布了一个 Python 软件包 pseudopeople,它允许用户生成模拟数据集,其规模和复杂程度接近大型组织和联邦机构(如美国人口普查局)定期执行 ER 的数据。有了 pseudopeople,研究人员就可以开发用于美国人口数据ER的新算法和软件,而无需访问个人机密信息。方法 我们利用 Vivarium 仿真平台创建了可通过 pseudopeople 获取的模拟人口数据。我们的模型模拟了个人及其家庭、住户和就业在一段时间内的动态变化,我们通过模拟人口普查、调查和行政数据收集系统对其进行观察。结果 我们的模拟过程产生了超过 900 千兆字节的模拟人口普查、调查和行政数据,代表了数以亿计的模拟人。由数千个模拟人组成的模拟人口样本现已向所有伪人民软件包用户开放,而由数百万和数亿模拟人组成的大规模模拟人口也可通过 GitHub 在线申请获得。这些模拟种群数据的结构可供伪人群软件包使用,该软件包还可为数据添加各种噪声,从而为ER研究人员提供现实的、可共享的挑战。
{"title":"Simulated data for census-scale entity resolution research without privacy restrictions: a large-scale dataset generated by individual-based modeling","authors":"Beatrix Haddock, Alix Pletcher, Nathaniel Blair-Stahn, O. Keyes, Matt Kappel, Steve Bachmeier, Syl Lutze, James Albright, Alison Bowman, Caroline Kinuthia, Zeb Burke-Conte, Rajan Mudambi, Abraham Flaxman","doi":"10.12688/gatesopenres.15418.1","DOIUrl":"https://doi.org/10.12688/gatesopenres.15418.1","url":null,"abstract":"Background Entity resolution (ER) is the process of identifying and linking records that refer to the same real-world entity. ER is a fundamental challenge in data science, and a common barrier to ER research and development is that the data fields used for this fuzzy matching are personally identifiable information, such as name, address, and date of birth. The necessary restrictions on accessing and sharing these authentic data have slowed the work in developing, testing, and adopting new methods and software for ER. We recently released pseudopeople, a Python package that allows users to generate simulated datasets approaching the scale and complexity of the data on which large organizations and federal agencies, like the US Census Bureau regularly perform ER. With pseudopeople, researchers can develop new algorithms and software for ER of US population data without needing access to personal and confidential information. Methods We created the simulated population data available through pseudopeople using our Vivarium simulation platform. Our model simulates individuals and their families, households, and employment dynamics over time, which we observe through simulated censuses, surveys, and administrative data collection systems. Results Our simulation process produced over 900 gigabytes of simulated censuses, surveys, and administrative data for pseudopeople, representing hundreds of millions of simulants. A sample simulated population of thousands of simulants is now openly available to all users of the pseudopeople package, and large-scale simulated populations of millions and hundreds of millions of simulants are also available by online request through GitHub. These simulated population data are structured for use by the pseudopeople package, which includes additional affordances to add various kinds of noise to the data to provide realistic, sharable challenges for ER researchers.","PeriodicalId":504483,"journal":{"name":"Gates Open Research","volume":"8 6","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141016814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correlates of early sex debut among adolescents and young women: A National cross-sectional study 青少年和年轻女性初次性行为过早的相关因素:全国横断面研究
Pub Date : 2024-04-24 DOI: 10.12688/gatesopenres.15272.1
Samuel Kiiru, M. Thiongo, Peter Gichangi
Background Early sexual debut among adolescents and young women may predispose them to unwanted pregnancies and sexually transmitted diseases. In Kenya, this consequently results in education discontinuation hence poverty levitation. Sexual debut has been studied in relation to HIV, school programs or review of demographic and health surveys. We report correlates of early sexual debut among women aged 15-24 years from a household-based survey in Kenya. Methods Performance, Monitoring for Action (PMA) is a cross-sectional survey using a multi-stage cluster design with urban-rural stratification. The sampling was done at the county level using probability proportional to size to select 11 counties and enumeration areas (EAs) achieving 308 EAs. Interviews were conducted from 35 randomly selected households, from which the eligible women were also interviewed. Descriptive statistics were generated to determine the social demographic characteristics of respondents, and bivariate analysis for the correlation of independent variables and early sexual debut. A logistic regression model was used to determine the association between social demographic characteristics and early sexual debut among women of 15-24 years old. P <0.05 was considered significant. Results A total of 3,706 women were interviewed, and about 1 in 100 (10.2%) of the respondents reported having ever engaged in sexual intercourse before the age of 16 years. Educational level, ever-given birth, contraceptive use and wealth status were found to be statistically associated with early sexual initiation in Kenya. Women who reported having ever given birth had higher odds of early sexual initiation (AOR 2.36, 95% CI, 1.51-3.68, p<0.005) than those who have never given birth. Respondents who were contraceptive users were 1.4 times more likely (AOR 1.39, 95% CI, 1.01-1.90, p<0.001) to have experienced early sex debut than non-users. Conclusions Several individual factors influence early sexual debut, and hence interventions at the policy and program levels are required.
背景 青少年和年轻女性过早开始性行为可能会导致意外怀孕和性传播疾病。在肯尼亚,这种情况会导致辍学和贫困。对初次性行为的研究主要与艾滋病、学校项目或人口与健康调查有关。我们报告了肯尼亚家庭调查中 15-24 岁女性过早初次性行为的相关因素。方法 "绩效、监测促进行动"(PMA)是一项横断面调查,采用城乡分层的多阶段群组设计。抽样在县一级进行,采用概率与规模成正比的方法选出 11 个县和 308 个枚举区(EAs)。对随机抽取的 35 户家庭进行了访谈,并从中对符合条件的妇女进行了访谈。对受访者的社会人口特征进行了描述性统计,并对自变量与初次性行为的相关性进行了双变量分析。采用逻辑回归模型确定 15-24 岁女性的社会人口特征与过早初次性行为之间的关系。P<0.05为差异显著。结果 共访问了 3 706 名女性,每 100 名受访者中约有 1 人(10.2%)表示曾在 16 岁前发生过性行为。在肯尼亚,教育水平、生育过子女、避孕药具使用情况和财富状况与过早开始性行为有统计学关联。与从未生育过的妇女相比,报告曾经生育过的妇女过早开始性行为的几率更高(AOR 2.36,95% CI,1.51-3.68,p<0.005)。与未使用避孕药具的受访者相比,使用避孕药具的受访者过早开始性行为的几率是未使用避孕药具受访者的 1.4 倍(AOR 1.39,95% CI,1.01-1.90,p<0.001)。结论 有几个个体因素会影响初次性行为的发生,因此需要在政策和计划层面进行干预。
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引用次数: 0
Health care-seeking behavior for childhood illnesses in western Kenya: Qualitative findings from the Child Health and Mortality Prevention Surveillance (CHAMPS) Study 肯尼亚西部儿童疾病的就医行为:儿童健康和死亡率预防监测(CHAMPS)研究的定性结果
Pub Date : 2024-04-24 DOI: 10.12688/gatesopenres.14866.1
Sarah Ngere, Maria Maixenchs, S. Khagayi, Peter Otieno, Kennedy Ochola, Kelvin Akoth, Aggrey Igunza, Benard Ochieng, D. Onyango, Victor Akelo, John Blevins, Beth A. Tippett Barr
Background Child mortality in Kenya is 41 per 1,000 live births, despite extensive investment in maternal, newborn, and child health interventions. Caregivers’ health-seeking for childhood illness is an important determinant of child survival, and delayed healthcare is associated with high child mortality. We explore determinants of health-seeking decisions for childhood illnesses among caregivers in western Kenya. Methods We conducted a qualitative study of 88 community members between April 2017 and February 2018 using purposive sampling in an informal urban settlement in Kisumu County, and in rural Siaya County. Key informant interviews, semi-structured interviews and focus group discussions were performed. We adopted the Partners for Applied Social Sciences model focusing on factors that influence the decision-making process to seek healthcare for sick infants and children. The discussions were audio-recorded and transcribed. Data management was completed on Nvivo® software. Iterative analysis process was utilized and themes were identified and collated. Results Our findings reveal four thematic areas: Illness interpretation, the role of social relationship on illness recognition and response, medical pluralism and healthcare access. Participants reported some illnesses are caused by supernatural powers and some by biological factors, and that the illness etiology would determine the health-seeking pathway. It was common to seek consensus from respected community members on the diagnosis and therefore presumed cause and necessary treatment for a child’s illness. Medical pluralism was commonly practiced and caregivers would alternate between biomedicine and traditional medicine. Accessibility of healthcare may determine the health seeking pathway. Caregivers unable to afford biomedical care may choose traditional medicine as a cheaper alternative. Conclusion Health seeking behavior was driven by illness interpretation, financial cost associated with healthcare and advice from extended family and community. These findings enrich the perspectives of health education programs to develop health messages that address factors that hinder prompt health care seeking.
背景 肯尼亚尽管在孕产妇、新生儿和儿童健康干预方面投入了大量资金,但儿童死亡率仍高达每千例活产 41 例。照顾者对儿童疾病的就医需求是儿童存活率的一个重要决定因素,而医疗保健的延迟则与儿童的高死亡率有关。我们探讨了肯尼亚西部儿童疾病护理人员寻求医疗保健的决定因素。方法 我们于 2017 年 4 月至 2018 年 2 月期间在基苏木县的一个非正式城市定居点和西亚亚县的农村地区采用目的取样法对 88 名社区成员进行了定性研究。我们进行了关键信息提供者访谈、半结构化访谈和焦点小组讨论。我们采用了 "应用社会科学合作伙伴 "模式,重点关注影响患病婴幼儿寻求医疗保健决策过程的因素。我们对讨论进行了录音和转录。数据管理由 Nvivo® 软件完成。采用了迭代分析流程,并确定和整理了主题。结果 我们的研究结果显示了四个主题领域:疾病解释、社会关系对疾病识别和应对的作用、医疗多元化和医疗服务的获取。参与者表示,有些疾病是由超自然力量引起的,有些则是由生物因素引起的,而疾病的病因则决定了寻求医疗服务的途径。普遍的做法是,就儿童疾病的诊断、推断病因和必要的治疗向受尊重的社区成员寻求共识。医疗多元化是普遍现象,护理人员会交替使用生物医学和传统医学。医疗服务的可及性可能会决定寻求医疗服务的途径。无力负担生物医学治疗费用的照顾者可能会选择传统医学作为廉价的替代疗法。结论 求医行为受疾病解释、与医疗保健相关的经济成本以及来自大家庭和社区的建议的驱动。这些发现丰富了健康教育计划的视角,有助于针对阻碍及时就医的因素制定健康信息。
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引用次数: 0
A network of care to improve the continuity and quality of maternal and perinatal services in Makueni County, Kenya: study protocol 肯尼亚马库埃尼县改善孕产妇和围产期服务连续性和质量的护理网络:研究方案
Pub Date : 2024-04-24 DOI: 10.12688/gatesopenres.14851.1
P. Owira, Dennis Mulwa, O. Kiptoo, Sophie Chabeda, Samuel Mwaura, A. Hyre, Marleen Temmerman, Reena Sethi, Lisa M. Noguchi, G. Manguro
Background Kenya’s high maternal and perinatal mortality rates exceeds its recommended 2030 targets. The lack of effective collaboration between health facilities and workers contributes to delays and uncoordinated provision of care, leading to negative maternal and neonatal health (MNH) outcomes. Network of Care (NOC) is an effective strategy to improve health facility network efficiencies and MNH outcomes. Utilizing NOC to improve health system coordination and MNH outcomes in Kenya has not been studied. We present a study protocol for implementation research to investigate the feasibility and acceptability of establishing a county-level NOC on relationships among health facilities and workers, the feasibility of NOC for the Makueni county health system, and the impact of NOC on the quality of MNH services and emergency referrals within the county health system. Levels of communication, collaboration, and trust between NOC health facilities and levels of preparedness for management of MNH complications are also evaluated. Methods The study employed a mixed methods design with quantitative data from health worker self-administered phone surveys, health facility referral forms, and facility registers collected at baseline, then every three months from September 2021 to July 2023. Health worker focus group discussions and county management key informant interviews were conducted at baseline, midline, and endline. The study purposively selected 60 public and private health facilities in Makueni. These facilities were a sub-sample of 344 facilities with the highest maternity caseloads. A descriptive and thematic analysis of communication, collaboration, and trust between NOC health facilities and workers, and referral system changes will take place. Trend analysis of MNH indicators for Makueni from the Kenya Health Information System will be done. Conclusion This study aims at informing decision-makers locally and globally on whether NOC is feasible and acceptable as a county-level model of care in Kenya with application to similar LMIC settings.
背景 肯尼亚的孕产妇和围产期死亡率很高,超过了其建议的 2030 年目标。医疗机构和医务人员之间缺乏有效协作,导致医疗服务的延误和不协调,给孕产妇和新生儿健康(MNH)带来负面影响。护理网络(NOC)是改善医疗机构网络效率和孕产妇与新生儿健康成果的有效策略。在肯尼亚,利用 NOC 改善医疗系统协调和孕产妇及新生儿保健效果的研究尚未开展。我们提出了一项实施研究方案,以调查建立县级 NOC 对医疗机构和医务人员之间关系的可行性和可接受性、NOC 在马库埃尼县医疗系统的可行性,以及 NOC 对县医疗系统内 MNH 服务质量和紧急转诊的影响。此外,还评估了 NOC 医疗机构之间的沟通、协作和信任程度,以及管理 MNH 并发症的准备程度。研究方法 该研究采用了混合方法设计,在基线时从卫生工作者自填的电话调查表、医疗机构转诊表和医疗机构登记表中收集定量数据,然后在 2021 年 9 月至 2023 年 7 月期间每三个月收集一次数据。在基线、中线和终点分别进行了卫生工作者焦点小组讨论和县管理层关键信息提供者访谈。研究有目的地选择了马库埃尼的 60 家公立和私立医疗机构。这些医疗机构是产妇数量最多的 344 家医疗机构的子样本。将对 NOC 医疗机构和工作人员之间的沟通、协作和信任以及转诊系统的变化进行描述性和专题分析。还将对肯尼亚卫生信息系统中的马库埃尼 MNH 指标进行趋势分析。结论 本研究旨在为当地和全球的决策者提供信息,让他们了解 NOC 作为肯尼亚县级医疗模式是否可行和可接受,并将其应用于类似的低收入与中等收入国家。
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引用次数: 0
Factors influencing contraceptive uptake among women of reproductive age in Kenya 影响肯尼亚育龄妇女采取避孕措施的因素
Pub Date : 2024-04-24 DOI: 10.12688/gatesopenres.15283.1
Jane Bitutu Nyakundi, S. Yonge, Samuel Kiiru, Peter Gichangi
Background Modern Contraceptive Methods (MCM) use is among the interventions preventing unplanned pregnancies and unsafe abortions globally. Nevertheless, MCM uptake is still low. We aimed at determining factors influencing contraceptive uptake among women of reproductive age 15 to 49 years, in Kenya. Methods We used secondary data collected by Performance, monitoring for Action (PMA). PMA used cross sectional multi-stage cluster survey design and collected the data between November and December 2019. The study was approved by NACOSTI/202974 and KNERC KNH/ERC/R/192. Results The study obtained a sample size of 9477 women of reproductive age (WRA) from 11 counties in Kenya. Both descriptive and inferential statistical analysis with a P value of 0.05 was done using Stata 16.1. The prevalence of modern contraceptives uptake was 43.2% among all WRA, which was lower among rural dwellers 41.4% (95% CI 39.62, 43.17) as compared to urban dwellers 47.5 (95% CI 44.39,50.55). More than half (53.4%) of the married women were using a modern contraceptive, while only about two in every 10 of the unmarried were using a modern contraceptive. Women affiliated with the Islam religion were less likely to use modern contraceptive (aPOR 0.6, 95% CI 0.42, 0.89 p=0.010) as compared to the Catholics. Family planning (FP) services were found to be lower (aPOR 0.535(95% CI 0.29,0.98 p=0.043) in National Hospital Insurance Fund (NHIF)-covered facilities than in non-NHIF-covered ones. Adolescent FP service provision and prescription was significant (aPOR 4.0 95% CI; 1.05,15.41, p=0.42). Conclusion Low uptake for MCM is influenced by sociodemographic factors and Health system factors. Efforts to increase MCM uptake should focus on rural residents, unmarried women, Islamic religion women and accreditation of NHIF services in all facilities.
背景 现代避孕方法(MCM)的使用是全球预防意外怀孕和不安全堕胎的干预措施之一。然而,MCM 的使用率仍然很低。我们旨在确定影响肯尼亚 15 至 49 岁育龄妇女采取避孕措施的因素。方法 我们使用了由 "绩效、监测促进行动"(PMA)收集的二手数据。PMA 采用横断面多阶段群组调查设计,在 2019 年 11 月至 12 月期间收集了数据。该研究获得了 NACOSTI/202974 和 KNERC KNH/ERC/R/192 的批准。结果 该研究获得了来自肯尼亚 11 个县的 9477 名育龄妇女(WRA)的样本量。使用 Stata 16.1 进行了描述性和推论性统计分析,P 值为 0.05。所有 WRA 的现代避孕药具使用率为 43.2%,与城市居民的 47.5%(95% CI 44.39,50.55)相比,农村居民的使用率较低,为 41.4%(95% CI 39.62,43.17)。一半以上(53.4%)的已婚妇女使用现代避孕药具,而每 10 名未婚妇女中只有 2 人使用现代避孕药具。与天主教徒相比,信奉伊斯兰教的妇女不太可能使用现代避孕药具(aPOR 0.6,95% CI 0.42,0.89 p=0.010)。在国家医院保险基金(NHIF)覆盖的机构中,计划生育(FP)服务(aPOR 0.535(95% CI 0.29,0.98 p=0.043))低于非 NHIF 覆盖的机构。青少年 FP 服务的提供和处方具有显著性(aPOR 4.0 95% CI; 1.05,15.41, p=0.42)。结论 MCM 使用率低受到社会人口因素和卫生系统因素的影响。为提高 MCM 的使用率,应重点关注农村居民、未婚妇女、伊斯兰教妇女,并在所有医疗机构开展 NHIF 服务。
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