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Ethical Behavior Analysis in the Age of Artificial Intelligence (AI): The Importance of Understanding Model Building while Formal AI Literacy Curricula are Developed. 人工智能时代的伦理行为分析:在开发正式的人工智能素养课程时理解模型构建的重要性。
IF 3.8 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-06-05 eCollection Date: 2025-09-01 DOI: 10.1007/s40614-025-00459-z
David J Cox

Ethics is fundamentally concerned with claims of "right," "wrong," "good," "bad," and how we might know those claims are accurate. Artificial intelligence (AI) is a term that represents a suite of tools where nonbiological systems process data and information to generate an output considered "intelligent." As with any suite of technologies, choosing the right tool requires the tool user to critically evaluate which tool is best for the task (if one exists). Harnessing the power of AI systems to maximize benefit and minimize harm requires basic AI literacy. AI literacy requires a basic understanding of how mathematical models function. All future behavior analysts will need to be AI literate. This will require changes to education and training programs to ensure students have a basic understanding of model building, especially as we wait for the scholarship and research to unfold that outlines AI literacy skills specific to behavior analysts.

伦理学从根本上关注“对”、“错”、“好”、“坏”的主张,以及我们如何知道这些主张是准确的。人工智能(AI)是一个术语,代表一套工具,非生物系统处理数据和信息,以产生被认为是“智能”的输出。与任何技术套件一样,选择正确的工具需要工具用户批判性地评估哪个工具最适合任务(如果存在的话)。利用人工智能系统的力量来实现利益最大化和危害最小化,需要基本的人工智能知识。人工智能素养要求对数学模型如何运作有基本的了解。所有未来的行为分析师都需要了解人工智能。这将需要改变教育和培训计划,以确保学生对模型构建有基本的了解,特别是在我们等待学术和研究展开的时候,这些学术和研究概述了行为分析师特有的人工智能素养技能。
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引用次数: 0
Evidence-Based Practice in the Age of Culture Wars: Challenges for Culturally Responsive Applied Behavior Analysis. 文化战争时代的循证实践:文化响应应用行为分析的挑战。
IF 3.8 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-06-03 eCollection Date: 2025-09-01 DOI: 10.1007/s40614-025-00458-0
Corina Jimenez-Gomez

There are many pressure points in society that induce strong reactions and intransigent verbal behavior. In this article, I argue the current biggest challenge in culturally responsive applied behavior analysis lies in avoiding getting dragged into the current culture wars while continuing to engage in evidence-based practice. Although there is no simple solution, I refer to what might seem like simple ways to address this challenge: (1) behave like a scientist-practitioner; (2) conduct research to expand evidence-based practices; and (3) monitor your own behavior to ensure practices align with the relevant ethics code. Do not let the simplicity of the suggestions fool you, because enacting them can be challenging and requires diligent practice.

社会上有许多压力点,会引发强烈的反应和不妥协的言语行为。在这篇文章中,我认为当前文化响应型应用行为分析的最大挑战在于避免被拖入当前的文化战争,同时继续从事基于证据的实践。虽然没有简单的解决方案,但我认为应对这一挑战的方法似乎很简单:(1)表现得像一个科学家实践者;(2)开展研究,拓展循证实践;(3)监督自己的行为,确保实践符合相关的道德规范。不要让这些建议的简单性欺骗了你,因为实施它们是具有挑战性的,需要勤奋的实践。
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引用次数: 0
Dynamic Interactions between Induction and Reinforcement in the Organization of Behavior. 行为组织中诱导与强化的动态交互作用。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-06-03 eCollection Date: 2025-06-01 DOI: 10.1007/s40614-025-00453-5
Gabriela E López-Tolsa, Ricardo Pellón

Behavior is dynamic because it results from the interactions between organisms and their environment. Reinforcement is the primary mechanism for explaining behavior, and it has evolved in various ways, allowing for the explanation of different aspects of behavior acquisition and maintenance. The adequacy of reinforcement in explaining behavior acquisition has mostly been tested on target behaviors. However, a broader understanding of behavior requires accounting not only for target behaviors but for all behaviors in a given situation. This article presents several experiments showcasing schedule-induced behaviors to analyze the variables that determine which behaviors are acquired and how they are organized. First, the effects of both physical and contingency-based constraints on the organization of behavior are examined. Second, the role of competition and collaboration between behaviors in determining their distribution is discussed. Third, a dual effect of reinforcers on behavioral patterns is proposed. It is concluded that behaviors interact with one another and with environmental stimuli, and behavioral patterns are continuously induced, updated, and reinforced. Data in this article highlight the need to focus on the moment-to-moment updating of behavioral patterns to fully understand behavioral dynamics.

行为是动态的,因为它是生物体与其环境相互作用的结果。强化是解释行为的主要机制,它以各种方式进化,允许解释行为获得和维持的不同方面。强化在解释行为习得中的充分性主要是在目标行为上进行的检验。然而,对行为更广泛的理解不仅需要考虑目标行为,还需要考虑特定情况下的所有行为。这篇文章展示了几个实验,展示了时间表诱导的行为,以分析决定获得哪些行为以及如何组织这些行为的变量。首先,研究了物理约束和基于偶然性的约束对行为组织的影响。其次,讨论了行为之间的竞争和协作在决定其分配中的作用。第三,强化物对行为模式的双重影响。结果表明,行为与行为之间以及环境刺激之间存在相互作用,行为模式是不断被诱导、更新和强化的。本文中的数据强调了关注行为模式的实时更新以充分理解行为动态的必要性。
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引用次数: 0
Eye Contact: To Teach or Not to Teach? That is Not the Question. 眼神交流:教还是不教?这不是问题所在。
IF 3.8 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-06-02 eCollection Date: 2025-09-01 DOI: 10.1007/s40614-025-00456-2
Francesca Degli Espinosa

In recent years, the question has been raised as to whether teaching eye contact to autistic children is an ethically defensible educational objective. In the present article, I suggest that this question may be best answered by first defining contact with the eyes not as behavior, but as a consequence for the behavior of looking. Looking at people's faces, and in particular the eyes, provides information regarding the discriminative functions and reinforcing value of social stimuli, of people, of what they do, what they say, and what they feel, and is a critical part of all social behavior. Following a brief review of the available behavioral and developmental evidence on eye-looking behavior, its development from birth, and the role it plays in the context of social and verbal learning in early childhood, I suggest that on the topic of eye contact, the question is not simply whether we should or should not teach it. Rather, the question is whether we should seek to establish social interaction as a reinforcer for eye-looking behavior as an educational target for autistic children.

近年来,人们提出了一个问题,即教自闭症儿童眼神交流是否在道德上是一个可辩护的教育目标。在这篇文章中,我认为回答这个问题最好的办法是首先把眼睛接触定义为不是行为,而是看的行为的结果。看别人的脸,尤其是眼睛,提供了关于社会刺激的辨别功能和强化价值的信息,关于人,关于他们做什么,他们说什么,他们感觉什么,这是所有社会行为的关键部分。在简要回顾了有关注视眼睛行为的现有行为和发展证据、它从出生开始的发展,以及它在儿童早期社会和语言学习的背景下所起的作用之后,我认为,关于目光接触的话题,问题不仅仅是我们是否应该教授它。更确切地说,问题是我们是否应该寻求建立社会互动,将其作为注视眼睛行为的强化物,作为自闭症儿童的教育目标。
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引用次数: 0
Unpredictable Drug Access and its Relevance for Substance Use Disorders: A Critical Review. 不可预测的药物获取及其与物质使用障碍的相关性:一项重要综述。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-06-02 eCollection Date: 2025-06-01 DOI: 10.1007/s40614-025-00449-1
William S Doyle, Kevin B Freeman, Sally L Huskinson

Many factors contribute to drug use and the development of substance use disorders (SUDs). We and others have argued that individuals who misuse illicit drugs face circumstances in which their access to drugs is variable or unpredictable, particularly for those who are experiencing poverty. Herein, we make the case that such unpredictable drug access increases drug intake and choice, particularly when the time and effort required to obtain drugs is relatively large. If translated to real-world scenarios, unpredictable access could lead to increased severity of drug misuse, poorer treatment outcomes, persistence of drug seeking during periods of drug unavailability, drug taking despite negative consequences, and increased relapse rates, though additional research is surely needed. We describe how variable drug access can be evaluated in the laboratory, review prior research that has compared variable vs. fixed drug access, provide a summary of preclinical findings based on the literature reviewed, and end with implications for policy and treatment for individuals with SUDs.

许多因素导致药物使用和物质使用障碍(sud)的发展。我们和其他人认为,滥用非法药物的个人所面临的情况是,他们获得药物的机会是可变的或不可预测的,对那些正在经历贫困的人来说尤其如此。在此,我们认为这种不可预测的药物获取会增加药物的摄入和选择,特别是当获得药物所需的时间和精力相对较大时。如果转化为现实世界的情况,不可预测的获取可能导致药物滥用的严重程度增加,治疗结果更差,在药物不可获得期间持续寻求药物,尽管有负面后果仍服用药物,以及复发率增加,尽管肯定需要进一步的研究。我们描述了如何在实验室中评估可变药物可及性,回顾了比较可变和固定药物可及性的先前研究,根据所回顾的文献总结了临床前研究结果,并以对sud患者的政策和治疗的影响结束。
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引用次数: 0
Pigeon in a Box: Columba livia as Subject in Behavioral Research. 盒子里的鸽子:作为行为研究对象的美洲Columba livia。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-05-29 eCollection Date: 2025-06-01 DOI: 10.1007/s40614-025-00454-4
Eduardo J Fernandez, Kennon A Lattal

Pigeons (Columba livia) have played a central role as subjects in the experimental analysis of behavior since the 1940s. This review considers the use of pigeons by humans across several domains: (1) their early use as a domesticated species and in early psychology laboratory experiments; (2) their rise, and recent decline relative to the use of other species, as a subject in behavior-analytic research published in the Journal of the Experimental Analysis of Behavior; and (3) their influence in research extending beyond behavior analysis. In addition, in the latter two sections, quantitative data are presented to document the frequency of use of laboratory pigeons and their impact outside of the lab, respectively. The review concludes with observations on both the past and future of the pigeon as a subject for the experimental analysis of behavior.

自20世纪40年代以来,鸽子(Columba livia)作为实验对象在行为分析中发挥了核心作用。本文回顾了人类对鸽子的几个方面的利用:(1)它们作为驯化物种和早期心理学实验室实验的早期使用;(2)作为行为分析研究的一个主题,它们的兴起和最近相对于其他物种的使用的下降,发表在《行为实验分析杂志》上;(3)它们在行为分析以外的研究中的影响。此外,在后两节中,分别提供了定量数据来记录实验室鸽子的使用频率及其在实验室之外的影响。文章最后对鸽子作为行为实验分析对象的过去和未来进行了观察。
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引用次数: 0
A Model of Consumer Demand with Anchoring and Price Effects on Purchase Behavior. 具有锚定效应和价格效应的消费者需求模型。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-05-28 eCollection Date: 2025-06-01 DOI: 10.1007/s40614-025-00448-2
Javier Corredor, Daniel Jerez, Juan Sebastián Cely-Acosta

This article presents a model of consumer behavior that incorporates anchoring and price effects in describing purchase demand. The model, called F-Cap, for Finite Consumption Anchored to Price, offers an alternative to traditional microeconomic models of demand. This model is based on recent findings in psychology and behavioral economics and connects concepts from behavioral and traditional economics to the language and findings of behavior analysis. In particular, the model incorporates the idea of maximum consumption and reinforcement power developed in the exponential and exponentiated models of demand, and adds the possibility to estimate reference prices using a new, simpler estimation method. These elements are organized in a model based on the sigmoid function. A function estimation algorithm is proposed. This algorithm linearizes the function and estimates the parameters using ordinary least squares regressions. A core feature of the algorithm is that it allows the identification of reference prices, which is not possible in prior models. First, this article illustrates how the parameters of F-Cap modify the maximum level of consumption, the anchor point, and the decrease in consumption after that point, as proposed in the model. Next, using simulated data, the article shows that the algorithm estimates these parameters correctly both in standard and in mixed models. Third, the article presents evidence that F-Cap describes the behavior of human subjects in the hypothetical purchase task with less unexplained variance than alternative demand models. This function correctly estimates the parameters associated with the good's contribution to utility, which in behavior analysis language is equivalent to reinforcing power. It also estimates the response to reference prices, which can be interpreted as behavior governed by rules in the tradition of behavior analysis. The F-Cap model overall helps connecting the findings of operant behavioral economics with the practices of mainstream economics.

本文提出了一个消费者行为模型,该模型在描述购买需求时结合了锚定效应和价格效应。该模型被称为F-Cap,即有限消费锚定价格,为传统的需求微观经济模型提供了另一种选择。该模型基于心理学和行为经济学的最新发现,并将行为经济学和传统经济学的概念与行为分析的语言和发现联系起来。特别是,该模型结合了需求指数模型和指数模型中发展的最大消耗和强化功率的思想,并增加了使用一种新的,更简单的估计方法来估计参考价格的可能性。这些元素被组织在一个基于sigmoid函数的模型中。提出了一种函数估计算法。该算法将函数线性化,并使用普通最小二乘回归估计参数。该算法的一个核心特征是它允许识别参考价格,这在以前的模型中是不可能的。首先,本文说明了F-Cap参数如何修改最大消费水平、锚点以及模型中提出的该点之后的消费下降。其次,通过模拟数据,本文表明该算法在标准模型和混合模型中都能正确估计这些参数。第三,本文提供的证据表明,F-Cap描述了人类受试者在假设购买任务中的行为,其无法解释的方差比替代需求模型少。这个函数正确地估计了与商品对效用的贡献相关的参数,在行为分析语言中,这相当于强化力量。它还估计了对参考价格的反应,参考价格可以解释为行为分析传统中受规则支配的行为。F-Cap模型总体上有助于将操作性行为经济学的发现与主流经济学的实践联系起来。
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引用次数: 0
SQAB 2024: Quantitative Frontiers in the Analysis of Behavior. SQAB 2024:行为分析的定量前沿。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-05-21 eCollection Date: 2025-06-01 DOI: 10.1007/s40614-025-00457-1
Federico Sanabria, David J Cox, Rusty W Nall
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引用次数: 0
Explaining Performance on Interval and Ratio Schedules with a Molar View of Behavior. 用摩尔行为观解释间隔和比率计划上的表现。
IF 2.5 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-05-21 eCollection Date: 2025-06-01 DOI: 10.1007/s40614-025-00455-3
William M Baum

Some of the most basic phenomena in behavior analysis are the differences between performance on interval and ratio schedules. They have long been known and long puzzled over. Previous attempts to explain the performances have foundered either because they lacked a mechanism or because they adopted a molecular view of behavior based on discrete responses and contiguity. The molar view of behavior offers the sought-for explanation of differences in activity rate and the inability of ratio schedules to maintain activity at low food rates. The present account relies on induction by phylogenetically important events (PIE) according to power functions, molar feedback functions, and the framework of matching theory. A model described by a feedback system with all parameters the same predicts the relations between activity rate and PIE rate. The difference in overall activity rate arises from a difference in units of activities selected by ratio and interval schedules. The results demonstrate the greater explanatory power of the molar view of behavior.

行为分析中一些最基本的现象是间隔和比率计划的性能差异。长期以来,它们一直为人所知,也一直困惑不解。之前解释这些行为的尝试都失败了,要么是因为他们缺乏一种机制,要么是因为他们采用了基于离散反应和邻近的分子观点。行为的摩尔观为活动率的差异和比例表在低食物摄取量下维持活动的无能提供了寻求的解释。目前的描述依赖于根据幂函数、摩尔反馈函数和匹配理论框架的系统发育重要事件(PIE)的归纳。一个由所有参数相同的反馈系统描述的模型预测了活动率和PIE率之间的关系。总体活动率的差异源于按比率和间隔计划选择的活动单位的差异。结果表明,摩尔行为观具有更强的解释力。
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引用次数: 0
Midsession Reversal Task with Variable Trial Spacings: Further Tests of the Timing Hypothesis with Starlings. 可变试验间隔的中途逆转任务:对椋鸟时间假设的进一步检验。
IF 3.8 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-05-19 eCollection Date: 2025-06-01 DOI: 10.1007/s40614-025-00451-7
Alejandra Salinas, Marco Vasconcelos, Armando Machado

This study examined how starlings (Sturnus unicolor) adapt to a serial learning task with a predictable reversal in the reinforcement contingencies at midsession. The birds learned a simultaneous discrimination between two options, S1 and S2 (red and green key light colors). Choices of S1 were rewarded during the first 40 trials and choices of S2 were rewarded during the last 40 trials, with variable exponentially distributed ITIs separating the trials. Then, to test the hypothesis that starlings anticipate the midsession reversal based on time into the session, we changed the average of the ITIs during a test session. The hypothesis predicted that with ITIs twice as short during testing, preference would shift from S1 to S2 twice as many trials later than in training, and with ITIs twice as long during testing, preference would shift twice as many trials earlier than in training. Results showed that preference shifted in the predicted direction, but the shifts were smaller in magnitude than predicted. Cumulative difference records plotting choices across time- or trial-into-the-session revealed a variety of adjusting strategies, some consistent with the use of temporal cues, others consistent with the use of local or numerical cues. The variability of strategies occurred both between and within subjects and suggests that multiple cues combine to control behavior in the midsession reversal task.

本研究考察了八哥在学习过程中如何适应具有可预测的强化偶然性逆转的一系列学习任务。这些鸟学会了同时辨别两个选项S1和S2(红色和绿色主光色)。选择S1在前40次试验中获得奖励,选择S2在后40次试验中获得奖励,变量指数分布将试验分开。然后,为了验证欧椋鸟根据进入会话的时间预测会话中期反转的假设,我们改变了测试会话期间i的平均值。该假设预测,如果测试期间的it长度是训练期间的两倍,那么偏好从S1到S2的转移次数将是训练期间的两倍;如果测试期间的it长度是训练期间的两倍,那么偏好从S1到S2的转移次数将是训练期间的两倍。结果表明,偏好在预测方向上发生了变化,但变化幅度小于预测。累积差异记录显示了不同的调整策略,一些与时间线索的使用一致,另一些与局部或数字线索的使用一致。策略的可变性既发生在被试之间,也发生在被试内部,这表明多种线索联合起来控制了中途逆转任务中的行为。
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引用次数: 0
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Perspectives on Behavior Science
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