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Visual Attention to Tobacco-Related Stimuli in a 3D Virtual Store 三维虚拟商店中烟草相关刺激的视觉注意
Pub Date : 2020-05-28 DOI: 10.3768/rtipress.2020.rr.0036.2005
L. Dutra, J. Nonnemaker, Nathaniel Taylor, Ashley L. Feld, B. Bradfield, John W. Holloway, Edward Hill, Annice E Kim
We used eye tracking to measure visual attention to tobacco products and pro- and anti-tobacco advertisements (pro-ads and anti-ads) during a shopping task in a three-dimensional virtual convenience store. We used eye-tracking hardware to track the percentage of fixations (number of times the eye was essentially stationary; F) and dwell time (time spent looking at an object; DT) for several categories of objects and ads for 30 adult current cigarette smokers. We used Wald F-tests to compare fixations and dwell time across categories, adjusting comparisons of ads by the number of each type of ad. Overall, unadjusted for the number of each object, participants focused significantly greater attention on snacks and drinks and tobacco products than ads (all P<0.005). Adjusting for the number of each type of ad viewed, participants devoted significantly greater visual attention to pro-ads than anti-ads or ads unrelated to tobacco (P<0.001). Visual attention for anti-ads was significantly greater when the ads were placed on the store’s external walls or hung from the ceiling than when placed on the gas pump or floor (P<0.005). In a cluttered convenience store environment, anti-ads at the point of sale have to compete with many other stimuli. Restrictions on tobacco product displays and advertisements at the point of sale could reduce the stimuli that attract smokers’ attention away from anti-ads.
我们使用眼动追踪技术测量了在三维虚拟便利店购物过程中人们对烟草产品以及支持和反对烟草广告(支持广告和反对广告)的视觉注意力。我们使用眼动追踪硬件来追踪注视的百分比(眼睛基本静止的次数;F)和停留时间(注视一个物体的时间;(DT)为几类物品和30名成年吸烟者的广告。我们使用Wald f检验来比较不同类别的固定时间和停留时间,并根据每种类型广告的数量调整广告的比较。总的来说,不考虑每个物品的数量,参与者对零食、饮料和烟草产品的注意力明显高于广告(均P<0.005)。调整每种类型广告的观看次数后,参与者对支持广告的视觉注意力明显高于反对广告或与烟草无关的广告(P<0.001)。当广告放置在商店的外墙或悬挂在天花板上时,反广告的视觉注意力明显高于放置在加油站或地板上(P<0.005)。在杂乱的便利商店环境中,销售点的反广告必须与许多其他刺激物竞争。在销售点限制烟草产品的展示和广告,可以减少把吸烟者的注意力从反广告上吸引过来的刺激物。
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引用次数: 0
Interactive visualization to facilitate monitoring longitudinal survey data and paradata 交互式可视化,便于监测纵向调查数据和数据
Pub Date : 2019-05-06 DOI: 10.3768/RTIPRESS.2019.OP.0061.1905
Joe Murphy, Michael A. Duprey, Robert F. Chew, P. Biemer, K. Harris, C. Halpern
Surveys often require monitoring during data collection to ensure progress in meeting goals or to evaluate the interim results of an embedded experiment. Under complex designs, the amount of data available to monitor may be overwhelming and the production of reports and charts can be costly and time consuming. This is especially true in the case of longitudinal surveys, where data may originate from multiple waves. Other such complex scenarios include adaptive and responsive designs, which were developed to act on the results of such monitoring to implement prespecified options or alternatives in protocols. This paper discusses the development of an interactive web-based data visualization tool, the Adaptive Total Design (ATD) Dashboard, which we designed to provide a wide array of survey staff with the information needed to monitor data collection daily. The dashboard was built using the R programming language and Shiny framework and provides users with a wide range of functionality to quickly assess trends. We present the structure of the data used to populate the dashboard, its design, and the process for hosting it on the web. Furthermore, we provide guidance on graphic design, data taxonomy, and software decisions that can help guide others in the process of developing their own data collection monitoring systems. To illustrate the benefits of the dashboard, we present examples from the National Longitudinal Study of Adolescent to Adult Health (Add Health). We also discuss features of the dashboard to be developed for future waves of Add Health.
调查通常需要在数据收集过程中进行监测,以确保在实现目标方面取得进展,或评估嵌入实验的中期结果。在复杂的设计中,可用于监控的数据量可能是压倒性的,报告和图表的制作可能是昂贵和耗时的。在纵向调查中尤其如此,因为数据可能来自多个波。其他此类复杂方案包括自适应和响应性设计,这些设计是为了根据这种监测的结果采取行动,以执行协议中预先规定的备选方案或替代方案。本文讨论了基于web的交互式数据可视化工具——自适应总体设计(ATD)仪表板的开发,我们设计该工具的目的是为广泛的调查人员提供日常监测数据收集所需的信息。仪表板是使用R编程语言和Shiny框架构建的,为用户提供了广泛的功能来快速评估趋势。我们介绍了用于填充仪表板的数据结构、它的设计以及在web上托管它的过程。此外,我们还提供图形设计、数据分类和软件决策方面的指导,这些指导可以帮助指导其他人在开发自己的数据收集监控系统的过程中。为了说明仪表板的好处,我们从青少年到成人健康的国家纵向研究(Add Health)中提出了一些例子。我们还讨论了将为未来的“添加健康”浪潮开发的仪表板的功能。
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引用次数: 2
Implications of Alternative Land Conversion Cost Specifications on Projected Afforestation Potential in the United States. 替代土地转换成本规格对美国预计造林潜力的影响。
Pub Date : 2018-11-01 DOI: 10.3768/rtipress.2018.op.0057.1811
Yongxia Cai, Christopher M Wade, Justin S Baker, Jason P H Jones, Gregory S Latta, Sara B Ohrel, Shaun A Ragnauth, Jared R Creason

The Forestry and Agriculture Sector Optimization Model with Greenhouse Gases (FASOMGHG) has historically relied on regional average costs of land conversion to simulate land use change across cropland, pasture, rangeland, and forestry. This assumption limits the accuracy of the land conversion estimates by not recognizing spatial heterogeneity in land quality and conversion costs. Using data from Nielsen et al. (2014), we obtained the afforestation cost per county, then estimated nonparametric regional marginal cost functions for land converting to forestry. These afforestation costs were then incorporated into FASOMGHG. Three different assumptions for land moving into the forest sector (constant average conversion cost, static rising marginal costs, and dynamic rising marginal cost) were run in order to assess the implications of alternative land conversion cost assumptions on key outcomes, such as projected forest area and cropland use, carbon sequestration, and forest product output.

林业和农业部门温室气体优化模型(FASOMGHG)历来依赖于土地转换的区域平均成本来模拟耕地、牧场、牧场和林业的土地利用变化。这一假设没有考虑到土地质量和转换成本的空间异质性,从而限制了土地转换估算的准确性。利用 Nielsen 等人(2014 年)的数据,我们获得了每个县的造林成本,然后估算了土地转化为林业的非参数区域边际成本函数。然后将这些造林成本纳入 FASOMGHG。我们对土地转入林业部门进行了三种不同的假设(不变的平均转换成本、静态上升的边际成本和动态上升的边际成本),以评估其他土地转换成本假设对主要结果的影响,如预计的森林面积和耕地使用、碳固存和林产品产出。
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引用次数: 0
A Control Theory Model of Smoking. 吸烟的控制理论模型。
Pub Date : 2017-06-01 DOI: 10.3768/rtipress.2017.op.0040.1706
Georgiy Bobashev, John Holloway, Eric Solano, Boris Gutkin
We present a heuristic control theory model that describes smoking under restricted and unrestricted access to cigarettes. The model is based on the allostasis theory and uses a formal representation of a multiscale opponent process. The model simulates smoking behavior of an individual and produces both short-term ("loading up" after not smoking for a while) and long-term smoking patterns (e.g., gradual transition from a few cigarettes to one pack a day). By introducing a formal representation of withdrawal- and craving-like processes, the model produces gradual increases over time in withdrawal- and craving-like signals associated with abstinence and shows that after 3 months of abstinence, craving disappears. The model was programmed as a computer application allowing users to select simulation scenarios. The application links images of brain regions that are activated during the binge/intoxication, withdrawal, or craving with corresponding simulated states. The model was calibrated to represent smoking patterns described in peer-reviewed literature; however, it is generic enough to be adapted to other drugs, including cocaine and opioids. Although the model does not mechanistically describe specific neurobiological processes, it can be useful in prevention and treatment practices as an illustration of drug-using behaviors and expected dynamics of withdrawal and craving during abstinence.
我们提出了一个启发式控制理论模型,描述了在限制和不受限制的情况下吸烟。该模型基于异稳态理论,并使用多尺度对抗过程的形式化表示。该模型模拟个人的吸烟行为,并产生短期(在一段时间不吸烟后“大量吸烟”)和长期吸烟模式(例如,从每天几支香烟逐渐过渡到每天一包)。通过引入戒断和渴望过程的正式表示,该模型产生了与戒断和渴望相关的信号随着时间的推移逐渐增加,并表明戒断3个月后,渴望消失了。该模型被编程为计算机应用程序,允许用户选择仿真场景。该应用程序将在狂欢/醉酒、戒断或渴望期间被激活的大脑区域图像与相应的模拟状态链接起来。该模型经过校准,以代表同行评议文献中描述的吸烟模式;然而,它是通用的,足以适应其他药物,包括可卡因和阿片类药物。虽然该模型不能机械地描述特定的神经生物学过程,但它可以用于预防和治疗实践,作为吸毒行为和戒断期间戒断和渴望的预期动态的例证。
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引用次数: 11
Visualization of Categorical Longitudinal and Times Series Data. 分类纵向和时间序列数据的可视化。
Pub Date : 2016-02-01 DOI: 10.3768/rtipress.2016.mr.0033.1602
Stephen J Tueller, Richard A Van Dorn, Georgiy V Bobashev

Plotting growth curves is a powerful graphical approach used in exploratory data analysis for continuous longitudinal data. However, plotted growth curves for multiple participants rapidly become uninterpretable with categorical data. Categorical data define specific states (e.g., being single, married, divorced), and these states do not necessarily need to represent any hierarchical order. Thus, a trajectory becomes a sequence of states rather than a continuum. We introduce a horizontal line plot that uses shade or color to differentiate between states on a categorical longitudinal variable for multiple participants. With appropriate sorting, stacking the horizontal lines that represent each participant can reveal important patterns such as the shape of, or heterogeneity in, the trajectories. We illustrate the plotting techniques for large sample sizes, observed groups, the exploration of unobserved latent classes, large numbers of time points such as are found with intensive longitudinal designs or multivariate time series data, individually varying times observation, unique numbers of observations, and missing data. We used the R package longCatEDA to create the illustrations. Illustrative data include both simulated data and alcohol consumption data in adult schizophrenics from the Clinical Antipsychotic Trials of Intervention Effectiveness.

绘制增长曲线是一种强大的图形方法,用于连续纵向数据的探索性数据分析。然而,绘制的多个参与者的增长曲线很快变得无法解释与分类数据。分类数据定义了特定的状态(例如,单身、已婚、离婚),这些状态不一定需要表示任何等级顺序。这样,轨迹就变成了状态的序列,而不是连续体。我们引入了一个水平线图,它使用阴影或颜色来区分多个参与者在分类纵向变量上的状态。通过适当的排序,叠加代表每个参与者的水平线可以揭示重要的模式,例如轨迹的形状或异质性。我们说明了大样本量、观察组、探索未观察到的潜在类别、大量时间点(如密集的纵向设计或多变量时间序列数据)、单独变化的时间观察、唯一的观察数和缺失数据的绘图技术。我们使用R包longCatEDA来创建插图。说明性数据包括来自临床抗精神病药物干预有效性试验的成人精神分裂症患者的模拟数据和酒精消耗数据。
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引用次数: 16
Prediction and Prevention of Prescription Drug Abuse: Role of Preclinical Assessment of Substance Abuse Liability. 处方药滥用的预测与预防:药物滥用责任临床前评估的作用。
Pub Date : 2013-07-01 DOI: 10.3768/rtipress.2013.op.0014.1307
Julie A Marusich, Timothy W Lefever, Scott P Novak, Bruce E Blough, Jenny L Wiley

In 2011, the prevalence of prescription drug abuse exceeded that of any other illicit drug except marijuana. Consequently, efforts to curtail abuse of new medications should begin during the drug development process, where abuse liability can be identified and addressed before a candidate medication has widespread use. The first step in this process is scheduling with the Drug Enforcement Agency so that legal access is appropriately restricted, dependent upon levels of abuse risk and medical benefit. To facilitate scheduling, the Food and Drug Administration (FDA) has published guidance for industry that describes assessment of abuse liability. The purpose of this paper is to review methods that may be used to satisfy the FDA's regulatory requirements for animal behavioral and dependence pharmacology. Methods include psychomotor activity, self-administration (an animal model of the rewarding effects of a drug), drug discrimination (an animal model of the subjective effects of a drug), and evaluation of tolerance and dependence. Data from tests conducted at RTI with known drugs of abuse illustrate typical results, and demonstrate that RTI is capable of performing these tests. While using preclinical data to predict abuse liability is an imperfect process, it has substantial predictive validity. The ultimate goal is to increase consumer safety through appropriate scheduling of new medications.

2011 年,处方药滥用的流行率超过了除大麻以外的任何其他非法药物。因此,遏制新药滥用的工作应从药物开发过程中开始,这样可以在候选药物广泛使用之前发现并解决滥用问题。这一过程的第一步是与缉毒机构进行排期,以便根据滥用风险和医疗益处的程度适当限制合法使用。为便于安排,美国食品和药物管理局(FDA)发布了行业指南,介绍了滥用责任评估。本文旨在介绍可用于满足 FDA 对动物行为和依赖性药理学监管要求的方法。这些方法包括精神运动活动、自我给药(药物奖励效应的动物模型)、药物辨别(药物主观效应的动物模型)以及耐受性和依赖性评估。RTI 使用已知滥用药物进行的测试数据说明了典型的测试结果,并证明 RTI 能够进行这些测试。虽然使用临床前数据来预测滥用责任是一个不完美的过程,但它具有很大的预测效力。最终目标是通过适当安排新药的使用时间来提高消费者的安全。
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引用次数: 0
An Integrative, Multilevel, and Transdisciplinary Research Approach to Challenges of Work, Family, and Health. 工作、家庭和健康挑战的综合、多层次和跨学科研究方法。
Pub Date : 2013-03-01 DOI: 10.3768/rtipress.2013.mr.0024.1303
Jeremy W Bray, Erin L Kelly, Leslie B Hammer, David M Almeida, James W Dearing, Rosalind B King, Orfeu M Buxton

Recognizing a need for rigorous, experimental research to support the efforts of workplaces and policymakers in improving the health and wellbeing of employees and their families, the National Institutes of Health and the Centers for Disease Control and Prevention formed the Work, Family & Health Network (WFHN). The WFHN is implementing an innovative multisite study with a rigorous experimental design (adaptive randomization, control groups), comprehensive multilevel measures, a novel and theoretically based intervention targeting the psychosocial work environment, and translational activities. This paper describes challenges and benefits of designing a multilevel and transdisciplinary research network that includes an effectiveness study to assess intervention effects on employees, families, and managers; a daily diary study to examine effects on family functioning and daily stress; a process study to understand intervention implementation; and translational research to understand and inform diffusion of innovation. Challenges were both conceptual and logistical, spanning all aspects of study design and implementation. In dealing with these challenges, however, the WFHN developed innovative, transdisciplinary, multi-method approaches to conducting workplace research that will benefit both the research and business communities.

认识到需要进行严格的实验性研究,以支持工作场所和政策制定者努力改善雇员及其家庭的健康和福祉,国家卫生研究院和疾病控制和预防中心组成了工作、家庭和健康网络(WFHN)。WFHN正在实施一项创新的多地点研究,采用严格的实验设计(适应性随机化,对照组),全面的多层次措施,针对心理社会工作环境的新颖理论干预,以及转化活动。本文描述了设计一个多层次和跨学科的研究网络的挑战和好处,其中包括评估干预对员工、家庭和管理者的影响的有效性研究;每日日记研究,以检查对家庭功能和日常压力的影响;了解干预实施的过程研究;以及转化研究,以了解和传播创新。挑战既有概念上的,也有后勤上的,跨越了研究设计和实施的各个方面。然而,在应对这些挑战的过程中,WFHN开发了创新的、跨学科的、多方法的方法来开展工作场所研究,这将使研究和商业社区都受益。
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引用次数: 98
Synthesized Population Databases: A Geospatial Database of US Poultry Farms. 综合人口数据库:美国家禽养殖场的地理空间数据库。
Pub Date : 2012-01-01 DOI: 10.3768/rtipress.2012.mr.0023.1201
Mark C Bruhn, Breda Munoz, James Cajka, Gary Smith, Ross J Curry, Diane K Wagener, William D Wheaton

The pervasive and potentially severe economic, social, and public health consequences of infectious disease in farmed animals require that plans be in place for a rapid response. Increasingly, agent-based models are being used to analyze the spread of animal-borne infectious disease outbreaks and derive policy alternatives to control future outbreaks. Although the locations, types, and sizes of animal farms are essential model inputs, no public domain nationwide geospatial database of actual farm locations and characteristics currently exists in the United States. This report describes a novel method to develop a synthetic dataset that replicates the spatial distribution of poultry farms, as well as the type and number of birds raised on them. It combines county-aggregated poultry farm counts, land use/land cover, transportation, business, and topographic data to generate locations in the conterminous United States where poultry farms are likely to be found. Simulation approaches used to evaluate the accuracy of this method when compared to that of a random placement alternative found this method to be superior. The results suggest the viability of adapting this method to simulate other livestock farms of interest to infectious disease researchers.

家畜传染病对经济、社会和公共卫生造成的普遍和潜在的严重后果要求制定快速应对计划。基于主体的模型正越来越多地被用于分析动物传播的传染病暴发的传播,并得出控制未来暴发的备选政策。虽然动物农场的位置、类型和规模是重要的模型输入,但目前在美国还没有关于实际农场位置和特征的公共领域的全国性地理空间数据库。本报告描述了一种开发合成数据集的新方法,该数据集复制了家禽养殖场的空间分布,以及饲养的鸟类的类型和数量。它结合了国家汇总的家禽养殖场数量、土地使用/土地覆盖、交通、商业和地形数据,以生成美国邻近地区可能发现家禽养殖场的位置。仿真方法用于评估该方法的准确性,当与随机放置替代方法进行比较时,发现该方法优越。结果表明,采用这种方法模拟传染病研究人员感兴趣的其他牲畜养殖场是可行的。
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引用次数: 10
Hijacking of Basic Research: The Case of Synthetic Cannabinoids. 劫持基础研究:合成大麻素案例。
Pub Date : 2011-11-01 DOI: 10.3768/rtipress.2011.op.0007.1111
Jenny L Wiley, Julie A Marusich, John W Huffman, Robert L Balster, Brian F Thomas

Gathering and communicating knowledge are important aspects of the scientific endeavor. Yet presentation of data in public forums such as scientific meetings and publications makes it available not only to scientists, but also to others who may have different ideas about how to use research findings. A recent example of this type of hijacking is the introduction of synthetic cannabinoids that are sprayed on herbal products and subsequently smoked for their marijuana-like intoxicating properties. Originally developed for the legitimate research purpose of furthering understanding of the cannabinoid system, these synthetic cannabinoids are being abused worldwide, creating issues for regulatory and law enforcement agencies that are struggling to keep up with the growing number of compounds of various structural motifs. Basic and clinical scientists need to provide advice now to facilitate decision-making about the health threats posed by this emerging problem.

收集和交流知识是科学努力的重要方面。然而,在诸如科学会议和出版物等公共论坛上展示数据,不仅使科学家能够获得这些数据,而且也使其他可能对如何使用研究成果有不同想法的人能够获得这些数据。这类劫持的最近一个例子是引入合成大麻素,将其喷洒在草药产品上,然后吸食其类似大麻的令人陶醉的特性。最初是为了进一步了解大麻素系统的合法研究目的而开发的,这些合成大麻素在世界范围内被滥用,给监管和执法机构带来了问题,这些机构正在努力跟上各种结构基序的化合物数量的增长。基础和临床科学家现在需要提供建议,以促进对这一新出现的问题所构成的健康威胁作出决策。
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引用次数: 115
Sharing Research Models: Using Software Engineering Practices for Facilitation. 共享研究模型:使用软件工程实践促进。
Pub Date : 2011-03-01 DOI: 10.3768/rtipress.2011.mr.0022.1103
Stephanie P Bryant, Eric Solano, Susanna Cantor, Philip C Cooley, Diane K Wagener

Increasingly, researchers are turning to computational models to understand the interplay of important variables on systems' behaviors. Although researchers may develop models that meet the needs of their investigation, application limitations-such as nonintuitive user interface features and data input specifications-may limit the sharing of these tools with other research groups. By removing these barriers, other research groups that perform related work can leverage these work products to expedite their own investigations. The use of software engineering practices can enable managed application production and shared research artifacts among multiple research groups by promoting consistent models, reducing redundant effort, encouraging rigorous peer review, and facilitating research collaborations that are supported by a common toolset. This report discusses three established software engineering practices- the iterative software development process, object-oriented methodology, and Unified Modeling Language-and the applicability of these practices to computational model development. Our efforts to modify the MIDAS TranStat application to make it more user-friendly are presented as an example of how computational models that are based on research and developed using software engineering practices can benefit a broader audience of researchers.

越来越多的研究人员转向计算模型来理解系统行为中重要变量的相互作用。虽然研究人员可以开发模型,以满足他们的调查需要,应用程序的限制,如非直观的用户界面功能和数据输入规范,可能会限制这些工具与其他研究小组的共享。通过消除这些障碍,执行相关工作的其他研究小组可以利用这些工作产品来加快他们自己的调查。软件工程实践的使用可以通过促进一致的模型、减少冗余的工作、鼓励严格的同行评审,以及促进由公共工具集支持的研究协作,在多个研究小组之间实现可管理的应用程序生产和共享的研究工件。本报告讨论了三种已建立的软件工程实践——迭代软件开发过程、面向对象的方法和统一建模语言——以及这些实践在计算模型开发中的适用性。我们修改MIDAS TranStat应用程序以使其更加用户友好的努力,作为一个基于研究和使用软件工程实践开发的计算模型如何使更广泛的研究人员受益的例子。
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引用次数: 2
期刊
Methods report (RTI Press)
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