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Thinking Inside the Bounds: Improved Error Distributions for Indifference Point Data Analysis and Simulation Via Beta Regression using Common Discounting Functions. 边界内的思考:通过使用通用贴现函数的 Beta 回归,改进了用于差异点数据分析和模拟的误差分布。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2024-06-04 eCollection Date: 2024-06-01 DOI: 10.1007/s40614-024-00410-8
Mingang Kim, Mikhail N Koffarnus, Christopher T Franck

Standard nonlinear regression is commonly used when modeling indifference points due to its ability to closely follow observed data, resulting in a good model fit. However, standard nonlinear regression currently lacks a reasonable distribution-based framework for indifference points, which limits its ability to adequately describe the inherent variability in the data. Software commonly assumes data follow a normal distribution with constant variance. However, typical indifference points do not follow a normal distribution or exhibit constant variance. To address these limitations, this paper introduces a class of nonlinear beta regression models that offers excellent fit to discounting data and enhances simulation-based approaches. This beta regression model can accommodate popular discounting functions. This work proposes three specific advances. First, our model automatically captures non-constant variance as a function of delay. Second, our model improves simulation-based approaches since it obeys the natural boundaries of observable data, unlike the ordinary assumption of normal residuals and constant variance. Finally, we introduce a scale-location-truncation trick that allows beta regression to accommodate observed values of 0 and 1. A comparison between beta regression and standard nonlinear regression reveals close agreement in the estimated discounting rate k obtained from both methods.

由于标准非线性回归能够密切跟踪观察到的数据,从而获得良好的模型拟合效果,因此在建立参考点模型时通常使用标准非线性回归。然而,标准非线性回归目前还缺乏一个合理的基于分布的框架,这就限制了它充分描述数据固有变异性的能力。软件通常假定数据遵循方差恒定的正态分布。然而,典型的临界点并不遵循正态分布或表现出恒定方差。为了解决这些局限性,本文介绍了一类非线性贝塔回归模型,它能很好地拟合折现数据,并增强基于模拟的方法。这种贝塔回归模型可以适应流行的贴现函数。这项工作提出了三个具体进展。首先,我们的模型能自动捕捉作为延迟函数的非恒定方差。其次,我们的模型改进了基于模拟的方法,因为它服从可观测数据的自然边界,而不是普通的正态残差和恒方差假设。最后,我们引入了一种规模-位置-截断技巧,使贝塔回归能够容纳观察到的 0 和 1 值。 通过比较贝塔回归和标准非线性回归,我们发现两种方法得到的估计贴现率 k 非常接近。
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引用次数: 0
Analyzing the Functional Interdependence of Verbal Behavior with Multiaxial Radar Charts. 利用多轴雷达图分析言语行为的功能相互依存性
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2024-04-30 eCollection Date: 2024-06-01 DOI: 10.1007/s40614-024-00404-6
Lee Mason, Maria Otero, Alonzo Andrews

The functional analysis of complex verbal behavior requires an evaluation of topographically similar responses under multiple sources of control. Traditional graphical displays of behavior were designed to show the manipulation of isolated controlling variables and may not be amenable to displaying the multidimensional properties of complex behavior. Researchers have recently demonstrated the use of multiaxial radar charts for comparing the functional performance of biological systems. Here we extend the use of multidimensional analyses to compare the relative performance distributions of verbal behavior across four potential controlling variables. First, we provide a conceptual analysis of intraverbal and extraverbal control as continua along which stimuli range from formal to thematic and explain how the intersection of these stimulus fields creates a radar chart for multidimensional analysis. Then we demonstrate how data may be gathered through a verbal operant experimental analysis. We employed repeated measures to map the conditioning history of a child with autism spectrum disorder across 2 years of early intensive behavioral intervention and analyzed the results using shape descriptors for quantitative comparisons. We also compared the polygonal language profiles of children with autism against that of a neurotypical peer. Extending a multidimensional analysis to the field of verbal behavior provides the basis for a language growth chart that researchers and clinicians can use to monitor language acquisition over time. We discuss the use of radar charts as a framework for understanding the interdependence of verbal operants and suggest their use for complex analyses of complex verbal behavior.

Supplementary information: The online version contains supplementary material available at 10.1007/s40614-024-00404-6.

要对复杂的言语行为进行功能分析,就必须对多种控制源下的地形相似反应进行评估。传统的行为图形显示是为显示孤立控制变量的操作而设计的,可能无法显示复杂行为的多维特性。最近,研究人员展示了多轴雷达图在比较生物系统功能表现方面的应用。在这里,我们扩展了多维分析的使用范围,以比较语言行为在四个潜在控制变量中的相对性能分布。首先,我们从概念上分析了言内和言外控制,将其视为刺激从形式到主题的连续体,并解释了这些刺激场的交叉点如何形成多维分析的雷达图。然后,我们演示了如何通过言语操作实验分析来收集数据。我们采用重复测量法绘制了一名患有自闭症谱系障碍的儿童在两年早期强化行为干预期间的调节历史,并使用形状描述符对结果进行了定量比较分析。我们还比较了自闭症儿童与神经畸形儿童的多边形语言特征。将多维分析扩展到言语行为领域,为语言成长图提供了基础,研究人员和临床医生可以用它来监测一段时间内的语言习得情况。我们讨论了如何使用雷达图作为理解言语操作因素相互依存关系的框架,并建议将其用于复杂言语行为的复杂分析:在线版本包含补充材料,可查阅 10.1007/s40614-024-00404-6。
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引用次数: 0
Generalized Linear Mixed Effects Modeling (GLMM) of Functional Analysis Graphical Construction Elements on Visual Analysis. 功能分析的广义线性混合效应建模 (GLMM) 可视化分析的图形构建要素。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2024-04-30 eCollection Date: 2024-06-01 DOI: 10.1007/s40614-024-00406-4
Art Dowdy, Kasey Prime, Corey Peltier

Multielement designs are the quintessential design tactic to evaluate outcomes of a functional analysis in applied behavior analysis. Protecting the credibility of the data collection, graphing, and visual analysis processes from a functional analysis increases the likelihood that optimal intervention decisions are made for individuals. Time-series graphs and visual analysis are the most prevalent method used to interpret functional analysis data. The current project included two principal aims. First, we tested whether the graphical construction manipulation of the x-to-y axes ratio (i.e., data points per x- axis to y-axis ratio [DPPXYR]) influenced visual analyst's detection of a function on 32 multielement design graphs displaying functional analyses. Second, we investigated the alignment between board certified behavior analysts (BCBAs; N = 59) visual analysis with the modified visual inspection criteria (Roane et al., Journal of Applied Behavior Analysis, 46, 130-146, 2013). We found that the crossed GLMM that included random slopes, random intercepts, and did not include an interaction effect (AIC = 1406.1, BIC = 1478.2) performed optimally. Second, alignment between BCBAs decisions and the MVI appeared to be low across data sets. We also leveraged current best practices in Open Science for raw data and analysis transparency.

多元素设计是应用行为分析中评估功能分析结果的典型设计策略。保护功能分析中数据收集、图表绘制和可视化分析过程的可信度,可以提高为个人做出最佳干预决策的可能性。时间序列图和可视化分析是解释功能分析数据最常用的方法。当前的项目包括两个主要目标。首先,我们测试了在显示功能分析的 32 张多元素设计图上,对 x 轴与 y 轴比率(即每个 x 轴与 y 轴的数据点比率 [DPPXYR])的图形构造操作是否会影响视觉分析师对功能的检测。其次,我们研究了经委员会认证的行为分析师(BCBAs;N = 59)的视觉分析与修改后的视觉检查标准(Roane 等人,《应用行为分析杂志》,46, 130-146, 2013 年)之间的一致性。我们发现,包含随机斜率、随机截距且不包含交互效应的交叉 GLMM(AIC = 1406.1,BIC = 1478.2)表现最佳。其次,在各数据集中,BCBA 的决定与 MVI 之间的一致性似乎较低。我们还利用当前开放科学的最佳实践,实现了原始数据和分析的透明化。
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引用次数: 0
The Use of Nonmonetary Outcomes in Health-Related Delay Discounting Research: Review and Recommendations. 在与健康相关的延迟贴现研究中使用非货币结果:回顾与建议》。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2024-04-29 eCollection Date: 2024-06-01 DOI: 10.1007/s40614-024-00403-7
Erin B Rasmussen, Lillith Camp, Steven R Lawyer

Delay discounting (DD) refers to the tendency to devalue an outcome as a function of its delay. Most contemporary human DD research uses hypothetical money to assess individual rates of DD. However, nonmonetary outcomes such as food, substances of misuse, and sexual outcomes have been used as well, and have advantages because of their connections to health. This article reviews the literature on the use of nonmonetary outcomes of food, drugs, and sexual outcomes in relation to health and reinforcer pathologies such as substance use disorders, obesity, and sexual risk behaviors, respectively, and makes a case for their use in discounting research. First, food, substances, and sex may be more ecologically valid outcomes than money in terms of their connections to health problems and reinforcer pathologies. Second, consistent trends in commodity-specific (i.e., domain) effects, in which nonmonetary outcomes are discounted more steeply than money, enhance variation in discounting values. Third, commodity-specific changes in discounting with treatments designed to change health choices are described. Finally, methodological trends such as test-retest reliability, magnitude effects, the use of hypothetical versus real outcomes, and age-related effects are discussed in relation to the three outcome types and compared to trends with monetary discounting. Limitations that center around individual preferences, nonsystematic data, and deprivation are discussed. We argue that researchers can enhance their DD research, especially those related to health problems and reinforcer pathologies, with the use of nonmonetary outcomes. Recommendations for future directions of research are delineated.

延迟贴现(DD)指的是将结果贬值为其延迟函数的倾向。大多数当代人类延迟折现研究使用假定的金钱来评估个人的延迟折现率。然而,食物、滥用药物和性结果等非货币结果也被使用,并且由于其与健康的联系而具有优势。本文回顾了食物、药物和性结果等非货币结果与健康和强化物病理(如药物使用障碍、肥胖和性危险行为)相关的文献,并提出了在贴现研究中使用这些结果的理由。首先,就其与健康问题和强化物病理学的关系而言,食物、药物和性可能是比金钱更有效的生态结果。其次,特定商品(即领域)效应的趋势一致,其中非货币结果的贴现率比货币更高,从而增强了贴现值的变化。第三,描述了旨在改变健康选择的治疗方法在特定商品上的折现变化。最后,讨论了与三种结果类型相关的方法学趋势,如测试间隔可靠性、幅度效应、假设结果与真实结果的使用以及与年龄相关的效应,并与货币贴现的趋势进行了比较。我们还讨论了以个人偏好、非系统数据和剥夺为中心的局限性。我们认为,研究人员可以通过使用非货币结果来加强其 DD 研究,尤其是与健康问题和强化物病理相关的研究。我们还对未来的研究方向提出了建议。
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引用次数: 0
Advancing and Integrating the Cusp Concept to Understand Behavioral Repertoire Dynamics 推进和整合 "顶点 "概念以了解行为汇集动态
IF 2 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2024-01-10 DOI: 10.1007/s40614-023-00389-8
April M. Becker, Robin M. Kuhn, Sarah E. Pinkelman
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引用次数: 0
Explaining First Language Acquisition in Terms of Basic Behavioral Processes: Introduction to the Special Section 用基本行为过程解释第一语言习得:专栏简介
IF 2 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2023-12-11 DOI: 10.1007/s40614-023-00393-y
A. Petursdottir, Elena Nicoladis
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引用次数: 0
A Neurobiological-Behavioral Approach to Predicting and Influencing Private Events 预测和影响私人事件的神经生物学-行为方法
3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2023-10-26 DOI: 10.1007/s40614-023-00390-1
James N. Meindl, Jonathan W. Ivy
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引用次数: 0
Understanding Individual Subject Differences through Large Behavioral Datasets: Analytical and Statistical Considerations 通过大型行为数据集理解个体主体差异:分析和统计考虑
3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2023-09-11 DOI: 10.1007/s40614-023-00388-9
Michelle A. Frankot, Michael E. Young, Cole Vonder Haar
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引用次数: 0
Promoting Reciprocal Relations across Subfields of Behavior Analysis via Collaborations. 通过合作促进行为分析各子领域之间的相互关系。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2023-07-26 eCollection Date: 2023-12-01 DOI: 10.1007/s40614-023-00386-x
Mirari Elcoro, James W Diller, Juan C Correa

Several barriers may inhibit the growth of behavior analysis as a more integrated and collaborative field. Two such barriers are siloed environments that reinforce a basic-applied distinction, and a lack of translational research pathways. We describe the perils of silos, and elaborate on potential solutions to increase reciprocal relations among subfields in behavior analysis. We promote a five-tiered system to classify research in behavior analysis, and discuss literature on cultivating effective intra and cross-disciplinary collaborations, including using the framework of metacontingencies to understand collaborations. We also propose quantitative and qualitative measures to examine whether the potential solutions increase intra and interdisciplinary interactions. These measures include bibliometric (e.g., citations across fields), sociometric (e.g., social network analysis), and narrative analysis. We apply some of these measures to publications from 2011-2022 from the Journal of the Experimental Analysis of Behavior and Journal of Applied Behavior Analysis, and argue that behavior analysis overall may benefit from a more collaborative approach.

Supplementary information: The online version contains supplementary material available at 10.1007/s40614-023-00386-x.

行为分析作为一个更具综合性和协作性的领域,其发展可能会受到一些障碍的阻碍。其中两个障碍是强化基础与应用区别的孤岛式环境,以及缺乏转化研究途径。我们描述了 "孤岛 "的危害,并阐述了潜在的解决方案,以增强行为分析各子领域之间的互惠关系。我们提倡采用五级系统对行为分析研究进行分类,并讨论了有关培养有效的学科内和跨学科合作的文献,包括使用元关联框架来理解合作。我们还提出了定量和定性措施,以检验潜在的解决方案是否能增加学科内和跨学科互动。这些措施包括文献计量(如跨领域引用)、社会计量(如社会网络分析)和叙事分析。我们将其中一些测量方法应用于《行为实验分析期刊》和《应用行为分析期刊》2011-2022 年期间的出版物,并认为行为分析整体上可能会受益于更多的合作方法:在线版本包含补充材料,可查阅 10.1007/s40614-023-00386-x。
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引用次数: 0
Report of the ABAI Task Force on Contingent Electric Skin Shock. ABAI特遣队皮肤触电特别工作组的报告。
IF 2 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2023-06-15 eCollection Date: 2023-06-01 DOI: 10.1007/s40614-023-00379-w
Michael Perone, Dorothea C Lerman, Stephanie M Peterson, Dean C Williams

As a task force appointed by the Executive Council of the Association for Behavior Analysis International (ABAI), we investigated the clinical use of contingent electric skin shock (CESS) in behavior analytic treatments for severe problem behavior. We studied how CESS is used in contemporary behavior analysis, reinforcement-based alternatives to CESS, and current ethical and professional guidelines for applied behavior analysts. We recommended that ABAI uphold clients' right to receive CESS when it is restricted to extreme cases and used under rigorous professional and legal oversight. Our recommendation was rejected by a vote of the full members of ABAI, who instead endorsed an alternative recommendation, developed by members of the Executive Council, that opposed the use of CESS under any condition. Here we present for the record our report and initial recommendations, the formal statement that was rejected by the members of ABAI, and the statement that was endorsed.

作为国际行为分析协会(ABAI)执行委员会任命的一个工作组,我们调查了突发性皮肤电击(CESS)在严重问题行为的行为分析治疗中的临床应用。我们研究了CESS如何用于当代行为分析,基于强化的CESS替代方案,以及当前应用行为分析师的道德和专业指南。我们建议ABAI在仅限于极端情况并在严格的专业和法律监督下使用CESS时,维护客户获得CESS的权利。ABAI全体成员投票否决了我们的建议,他们转而支持执行理事会成员提出的一项替代建议,该建议反对在任何情况下使用CESS。在这里,我们将我们的报告和初步建议、被ABAI成员拒绝的正式声明以及获得认可的声明记录在案。
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引用次数: 0
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Perspectives on Behavior Science
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