Mingang Kim, Mikhail N Koffarnus, Christopher T Franck
{"title":"Thinking Inside the Bounds: Improved Error Distributions for Indifference Point Data Analysis and Simulation Via Beta Regression using Common Discounting Functions.","authors":"Mingang Kim, Mikhail N Koffarnus, Christopher T Franck","doi":"10.1007/s40614-024-00410-8","DOIUrl":"10.1007/s40614-024-00410-8","url":null,"abstract":"<p><p>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.</p>","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"47 2","pages":"417-433"},"PeriodicalIF":2.5,"publicationDate":"2024-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11294315/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141890390","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Analyzing the Functional Interdependence of Verbal Behavior with Multiaxial Radar Charts.","authors":"Lee Mason, Maria Otero, Alonzo Andrews","doi":"10.1007/s40614-024-00404-6","DOIUrl":"10.1007/s40614-024-00404-6","url":null,"abstract":"<p><p>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.</p><p><strong>Supplementary information: </strong>The online version contains supplementary material available at 10.1007/s40614-024-00404-6.</p>","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"47 2","pages":"471-498"},"PeriodicalIF":2.5,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11294289/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141890387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Generalized Linear Mixed Effects Modeling (GLMM) of Functional Analysis Graphical Construction Elements on Visual Analysis.","authors":"Art Dowdy, Kasey Prime, Corey Peltier","doi":"10.1007/s40614-024-00406-4","DOIUrl":"10.1007/s40614-024-00406-4","url":null,"abstract":"<p><p>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; <i>N</i> = 59) visual analysis with the modified visual inspection criteria (Roane et al., <i>Journal of Applied Behavior Analysis</i>, <i>46</i>, 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.</p>","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"47 2","pages":"499-521"},"PeriodicalIF":2.5,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11294292/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141890388","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Use of Nonmonetary Outcomes in Health-Related Delay Discounting Research: Review and Recommendations.","authors":"Erin B Rasmussen, Lillith Camp, Steven R Lawyer","doi":"10.1007/s40614-024-00403-7","DOIUrl":"10.1007/s40614-024-00403-7","url":null,"abstract":"<p><p>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.</p>","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"47 2","pages":"523-558"},"PeriodicalIF":2.5,"publicationDate":"2024-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11294320/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141890389","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
April M. Becker, Robin M. Kuhn, Sarah E. Pinkelman
{"title":"Advancing and Integrating the Cusp Concept to Understand Behavioral Repertoire Dynamics","authors":"April M. Becker, Robin M. Kuhn, Sarah E. Pinkelman","doi":"10.1007/s40614-023-00389-8","DOIUrl":"https://doi.org/10.1007/s40614-023-00389-8","url":null,"abstract":"","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"8 36","pages":"1-26"},"PeriodicalIF":2.0,"publicationDate":"2024-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139440056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Explaining First Language Acquisition in Terms of Basic Behavioral Processes: Introduction to the Special Section","authors":"A. Petursdottir, Elena Nicoladis","doi":"10.1007/s40614-023-00393-y","DOIUrl":"https://doi.org/10.1007/s40614-023-00393-y","url":null,"abstract":"","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"18 11","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139010399","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Neurobiological-Behavioral Approach to Predicting and Influencing Private Events","authors":"James N. Meindl, Jonathan W. Ivy","doi":"10.1007/s40614-023-00390-1","DOIUrl":"https://doi.org/10.1007/s40614-023-00390-1","url":null,"abstract":"","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"67 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136377115","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Michelle A. Frankot, Michael E. Young, Cole Vonder Haar
{"title":"Understanding Individual Subject Differences through Large Behavioral Datasets: Analytical and Statistical Considerations","authors":"Michelle A. Frankot, Michael E. Young, Cole Vonder Haar","doi":"10.1007/s40614-023-00388-9","DOIUrl":"https://doi.org/10.1007/s40614-023-00388-9","url":null,"abstract":"","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135982335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Promoting Reciprocal Relations across Subfields of Behavior Analysis via Collaborations.","authors":"Mirari Elcoro, James W Diller, Juan C Correa","doi":"10.1007/s40614-023-00386-x","DOIUrl":"10.1007/s40614-023-00386-x","url":null,"abstract":"<p><p>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 <i>Journal of the Experimental Analysis of Behavior</i> and <i>Journal of Applied Behavior Analysis</i>, and argue that behavior analysis overall may benefit from a more collaborative approach.</p><p><strong>Supplementary information: </strong>The online version contains supplementary material available at 10.1007/s40614-023-00386-x.</p>","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"1 1","pages":"431-446"},"PeriodicalIF":2.5,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10733255/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"52671719","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Michael Perone, Dorothea C Lerman, Stephanie M Peterson, Dean C Williams
{"title":"Report of the ABAI Task Force on Contingent Electric Skin Shock.","authors":"Michael Perone, Dorothea C Lerman, Stephanie M Peterson, Dean C Williams","doi":"10.1007/s40614-023-00379-w","DOIUrl":"10.1007/s40614-023-00379-w","url":null,"abstract":"<p><p>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.</p>","PeriodicalId":44993,"journal":{"name":"Perspectives on Behavior Science","volume":"46 2","pages":"261-304"},"PeriodicalIF":2.0,"publicationDate":"2023-06-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10323060/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10186971","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}