Social and Behavioral Sciences Commons^™

The Feasibility Of Utilizing The Open Dynamic Interaction Network (Odin) App To Assess Rema Data Across 30 Days Among Those Recovering From Alcoholism, Dennis E. Mcchargue, Bilal Khan, Jesscia Phelps, Patrick Duryea, Kimberly A. Tyler, Arthur Andrews, Ellie Reznicek, Lucy Napper, Mohamed Saad, Hsuan-Wee Lee

Department of Psychology: Faculty Publications

About ~4 million people with an alcohol use disorder receive treatment annually, and frequent relapse has produced a rapid revolving door between recovery and use. This paper presents preliminary data from a prospective micro-longitudinal study (30 days) that examines co-evolution of relapse risk processes of people with alcohol use disorders who entered a short-term residential substance use treatment. The primary goal of the current data was to assess the feasibility of using the open dynamic interaction network (ODIN) responsive ecological momentary assessment (rEMA). rEMA collected daily estimates on affect, urges, sober-support engagement, and use. The ODIN app administered twelve questions …

Investigating Nutrient Biomarkers Of Healthy Brain Aging: A Multimodal Brain Imaging Study, Christopher E. Zwilling, Jisheng Wu, Aron K. Barbey

Department of Psychology: Faculty Publications

The emerging field of Nutritional Cognitive Neuroscience aims to uncover specific foods and nutrients that promote healthy brain aging. Central to this effort is the discovery of nutrient profiles that can be targeted in nutritional interventions designed to promote brain health with respect to multimodal neuroimaging measures of brain structure, function, and metabolism. The present study therefore conducted one of the largest and most comprehensive nutrient biomarker studies examining multimodal neuroimaging measures of brain health within a sample of 100 older adults. To assess brain health, a comprehensive battery of well-established cognitive and brain imaging measures was administered, along with …

Screening For Eating Disorders In Adolescents With Chronic Pain: The Eating Attitudes Test– 16–Chronic Pain, Leslie Sim, Amy Fahrenkamp, Jennifer R. Geske, Jocelyn Lebow, Hope Thilges, Carol B. Peterson, Abigail Matthews, Cynthia Harbeck-Weber

Department of Psychology: Faculty Publications

Background Few measures have been validated to screen for eating disorders (ED) in youth with chronic pain. We conducted confirmatory (CFA) of two established factor structures of the Eating Attitudes Test-26 (EAT-26) in a sample of youth with chronic pain attending an intensive interdisciplinary pain treatment (IIPT) program and examined the validity of the best-fitting model in predicting ED diagnoses in this sample.

Methods Participants were 880 adolescents (M age = 16.1, SD = 2.1) consecutively admitted into an IIPT program who completed the EAT-26 upon admission. CFA was conducted and in the case of inadequate fit, EFA was …

Sex Differences And Sex‑Specific Regulation Of Motivated Behavior By Melanin‑Concentrating Hormone: A Short Review, Isabel R. K. Kuebler, Mauricio Suárez, Ken T. Wakabayashi

Department of Psychology: Faculty Publications

Recent preclinical research exploring how neuropeptide transmitter systems regulate motivated behavior reveal the increasing importance of sex as a critical biological variable. Neuropeptide systems and their central circuits both contribute to sex differences in a range of motivated behaviors and regulate sex-specific behaviors. In this short review, we explore the current research of how sex as a biological variable influences several distinct motivated behaviors that are modulated by the melanin-concentrating hormone (MCH) neuropeptide system. First, we review how MCH regulates feeding behavior within the context of energy homeostasis differently between male and female rodents. Then, we focus on MCH’s role …

“A Robust And Simple Catheter Connector Assembly For Long-Term Self-Administration Experiments ”, Mauricio Suarez, Sergios Charntikov, Y. Wendy Huynh, Scott T. Barrett, Rick A. Bevins, Ken T. Wakabayashi

Department of Psychology: Faculty Publications

Intravenous self-administration in rats is used widely to study the reinforcing effects of drugs and serves as the gold standard for assessing their use and misuse potential. One challenge that researchers often encounter when scaling up experiments is balancing the cost, time investment to construct, and robustness of each implanted catheter. These catheters include multiple components such as surgical meshing and a variety of entry ports designed to facilitate the connection of the rat to a catheter port tethering system. Other considerations include maintaining the catheters free of blockage during the extent of the drug self-administration experiment. These large-scale studies …

Perspectives Regarding Cannabis Use: Results From A Qualitative Study Of Individuals Engaged In Substance Use Treatment In Georgia And Connecticut, Charles A. Warnock, Ashlin R. Ondrusek, E. Jennifer Edelman, Trace Kershaw, Jessica L. Muilenburg

Department of Psychology: Faculty Publications

Objective: Cannabis use is increasingly pervasive throughout the U.S. People in treatment for substance use disorders (SUD) may be especially at-risk of harm due to this changing context of cannabis in the U.S. This study’s objective was to qualitatively describe experiences and beliefs around cannabis among people who had entered treatment for any SUD in the past 12-months.

Methods: From May to November of 2022, we conducted 27 semi-structured interviews (n=16 in Georgia, n=11 in Connecticut) with individuals in treatment for SUD in Georgia and Connecticut. Interviews were recorded, transcribed, and thematically analyzed using an emergent approach.

Results …

An Event-Level Evaluation Of Women’S Self-Medicated Drinking: The Role Of Sexual Assault Severity, Affect, And Drinking Motives, Cynthia A. Stappenbeck, Anna E. Jaffe, Jessica A. Blayney, Mitchell Kirwan, William H. George, Kelly Cue Davis

Department of Psychology: Faculty Publications

Objective.—Women with sexual assault (SA) histories report heavier and more frequent drinking. Consistent with the motivational model of alcohol use, women with SA histories may consume alcohol to both down-regulate negative emotions and up-regulate positive ones. The present event-level study used a Bayesian multilevel moderated mediation approach to examine the extent to which women’s alcohol use and intoxication was influenced by coping and enhancement drinking motives to down-regulate or up-regulate affect, respectively.

Method.—Women ages 21–30 were recruited from the community to participate in a larger study that included a 32-day daily diary assessment of affect, drinking motives, and …

A Preliminary Examination Of Sexual And Physical Victimization 6 Months After Recent Rape, Kate Walsh, Amanda K. Gilmore, Anna E. Jaffe, Patricia Frazier, Linda Ledray, Ron Acierno, Kenneth J. Ruggiero, Dean G. Kilpatrick, Heidi S. Resnick

Department of Psychology: Faculty Publications

One in four US women will experience a completed or attempted rape in their lifetime, and more than 50% of survivors will experience two or more rapes. Rape and physical violence also co-occur. Multiple experiences of sexual and physical violence are associated with elevated mental and physical health problems. This secondary analysis examined the prevalence and correlates of experiencing sexual or physical violence within 6 months of a sexual assault medical forensic exam (SAMFE). Between May 2009 and December 2013, 233 female rape survivors aged 15 and older were enrolled in a randomized controlled trial during a SAMFE in the …

Charting Early Trajectories Of Executive Control With The Shape School, Caron A. C. Clark, Tiffany D. Sheffield, Nicolas Chevalier, Jennifer Mize Nelson, Sandra A. Wiebe, Kimberly Andrews Espy

Department of Psychology: Faculty Publications

Despite acknowledgement of the importance of executive control for learning and behavior, there is a dearth of research charting its developmental trajectory as it unfolds against the background of children’s sociofamilial milieus. Using a prospective, cohort-sequential design, this study describes growth trajectories for inhibitory control and cognitive flexibility across the preschool period in relation to child sex and sociofamilial resources. At ages 3, 3.75, 4.5, and 5.25 years, children (N = 388) from a broad range of social backgrounds were assessed using the Shape School, a graduated measure of executive control incorporating baseline, inhibitory control, and cognitive flexibility conditions. …

Age-Related Delay In Reduced Accessibility Of Refreshed Items, Julie A. Higgins, Matthew R. Johnson, Marcia K. Johnson

Department of Psychology: Faculty Publications

Previously we demonstrated that in young adults briefly thinking of (i.e., refreshing) a just-seen word impairs immediate (100ms delay) perceptual processing of the word, relative to words seen but not refreshed. We suggested that such reflective-induced inhibition biases attention towards new information. Here, we investigated whether reduced accessibility of refreshed targets dissipates with a longer delay, and whether older adults would show a smaller and/or delayed effect, versus young adults. Young and older adult participants saw two words, followed by a cue to refresh one. After either a 100ms or 500ms delay, participants read a word that was the …

Study Protocol For A Randomized Controlled Trial Of Realconsent2.0: A Web‑Based Intervention To Promote Prosocial Alcohol‑Involved Bystander Behavior In Young Men, Laura F. Salazar, Dominic J. Parrott, David Dilillo, Sarah J. Gervais, Anne Marie Schipani‑Mclaughlin, Ruschelle Leone, Kevin Swartout, Lauren Simpson, Renita Moore, Tiffany Wilson, Nyla Flowers, Haley Church, Amanda Baildon

Department of Psychology: Faculty Publications

Background Sexual violence (SV) is a significant, global public health problem, particularly among young adults. Promising interventions exist, including prosocial bystander intervention programs that train bystanders to intervene in situations at-risk for SV. However, these programs suffer from critical weaknesses: (1) they do not address the proximal effect of alcohol use on bystander decision-making and (2) they rely on self-report measures to evaluate outcomes. To overcome these limitations, we integrate new content specific to alcohol use within the context of prosocial bystander intervention into an existing, evidence-based program, RealConsent1.0. The resulting program, RealConsent2.0, aims to facilitate bystander behavior …

Collaborative Decision Making Improves Interpersonal Psychotherapy Efficiency: A Randomized Clinical Trial With Postpartum Women, Scott Stuart, Rebecca L. Brock, Erin Ramsdell, Stephan Arndt, Michael W. O’Hara

Department of Psychology: Faculty Publications

Background: Randomized controlled trials of Interpersonal Psychotherapy (IPT) and other psychotherapies for depression have required strict adherence to protocol and do not allow for clinical judgment in deciding frequency of sessions. To determine if such protocols were more effective than allowing therapists to use their clinical judgment, we compared “Clinician-Managed” IPT (CM-IPT), in which clinicians and patients with postpartum depression were allotted 12 sessions and determined collaboratively when to use them, to a once weekly 12 session protocol (“Standard IPT”). We hypothesized that CM-IPT would be more efficient, requiring fewer sessions to reach an equivalent acute outcome, and that …

Assessment Of Ethanol And Nicotine Interactions Using A Reinforcer Demand Modeling With Grouped And Individual Levels Of Analyses In A Long-Access Self-Administration Model Using Male Rats, Christopher L. Robison, Nicole Cova, Victoria Madore, Tyler Allen, Scott T. Barrett, Sergios Charntikov

Department of Psychology: Faculty Publications

Previous reports have indicated the reciprocal effects of nicotine and ethanol on their rewarding and reinforcing properties, but studies using methodological approaches resembling substance use in vulnerable populations are lacking. In our study, rats first self-administered ethanol, and their sensitivity to ethanol’s reinforcing effects was assessed using a reinforcer demand modeling approach. Subsequently, rats were equipped with intravenous catheters to self-administer nicotine, and their sensitivity to nicotine’s reinforcing effects was evaluated using the same approach. In the final phase, rats were allowed to self-administer ethanol and nicotine concurrently, investigating the influence of one substance on the rate of responding for …

Current Use Of Cigarettes In The United States: The Joint Role Of Race/Ethnicity And Health Insurance Coverage, Julia N. Soulakova, Lisa J. Crockett

Department of Psychology: Faculty Publications

The goal of this study was to assess the joint role of race/ethnicity and a health insurance coverage type (private, Medicare, Medicaid) in current cigarette use among adults in the U.S. Data from the 2019 Tobacco Use Supplement and the 2019 Annual Social and Economic Supplement of the Current Population Survey were merged (n = 39,882). Bivariate associations between each coverage type and smoking prevalence were examined within each of six racial/ethnic groups. A multiple logistic regression model (for the odds of current cigarette use) was estimated to explore the interactions between race/ethnicity and an indicator of each type of …

Assembly Of An Inexpensive Rat Jugular Catheter Button Based On A Split-Septum Needleless Intravenous System, Mauricio Suarez, Elizabeth J. Cantrell, Ken T. Wakabayashi, Caroline E. Bass

Department of Psychology: Faculty Publications

Rat intravenous self-administration is a widely-used animal model in the study of substance use disorders. Rats are tethered to a drug delivery system usually through a port or button that inter- faces the drug delivery system with a chronic indwelling jugular vein catheter. These buttons can be purchased commercially but are costly, presenting a significant economic barrier for many researchers. Many researchers manufacture buttons in-house from a combination of individual custom made and commercially available components, resulting in large variation in terms of how the animals are handled and the longevity of catheter patency. We have developed a jugular catheter …

Enhancing The Assessment Of Coercive Control In Spanish Femicide Cases: A Nationally Representative Qualitative Analysis, Rosa Viñas‑Racionero, Chitra Raghavan, Miguel Ángel Soria‑Verde, Mario J. Scalora, Jorge Santos‑Hermoso, José Luís González‑Álvarez, María José Garrido‑Antón

Department of Psychology: Faculty Publications

Purpose Coercive control is a power dynamic central to intimate partner violence (IPV) and consists of tactics to limit one’s partner’s autonomy through constraint, regulation of everyday life, isolation, pursuit, and intimidation and physical force. Such tactics may potentially signal a risk for future lethal or near lethal violence; hence, proper evaluation may enhance the utility of clinical femicide risk assessments. The goal of this study is to explore coercive control behaviors preceding partner femicides in Spain with the intention to provide guidance for its assessment by first responders and law enforcement.

Methods Researchers from the Department of State for …

Negative Interpretation Bias Connects To Real-World Daily Affect: A Multistudy Approach, Nikki A. Puccetti, William J. Villano, Caitlin A. Stamatis, Kimberly Arditte Hall, Vilet F. Torrez, Maital Neta, Kiara R. Timpano, Aaron S. Heller

Department of Psychology: Faculty Publications

Negative interpretation bias, the tendency to appraise ambiguous stimuli as threatening, shapes our emotional lives. Various laboratory tasks, which differ in stimuli features and task procedures, can quantify negative interpretation bias. However, it is unknown whether these tasks globally predict individual differences in real-world negative (NA) and positive (PA) affect. Across two studies, we tested whether different lab-based negative interpretation bias tasks predict daily NA and PA, measured via mobile phone across months. To quantify negative interpretation bias, Study 1 (N = 69) used a verbal, self-referential task whereas Study 2 (N = 110) used a perceptual, emotional …

Think Again: The Role Of Reappraisal In Reducing Negative Valence Bias, Maital Neta, Nicholas R. Harp, Tien T. Tong, Claudia J. Clinchard, Catherine C. Brown, James J. Gross, Andero Uusberg

Department of Psychology: Faculty Publications

Stimuli such as surprised faces are ambiguous in that they are associated with both positive and negative outcomes. Interestingly, people differ reliably in whether they evaluate these and other ambiguous stimuli as positive or negative, and we have argued that a positive evaluation relies in part on a biasing of the appraisal processes via reappraisal. To further test this idea, we conducted two studies to evaluate whether increasing the cognitive accessibility of reappraisal through a brief emotion regulation task would lead to an increase in positive evaluations of ambiguity. Supporting this prediction, we demonstrated that cuing reappraisal, but not in …

Collaborative Decision Making Improves Interpersonal Psychotherapy Efficiency: A Randomized Clinical Trial With Postpartum Women, Scott Stuart, Rebecca L. Brock, Erin Ramsdell, Stephan Arndt, Michael W. O'Hara

Department of Psychology: Faculty Publications

Background: Randomized controlled trials of Interpersonal Psychotherapy (IPT) and other psychotherapies for depression have required strict adherence to protocol and do not allow for clinical judgment in deciding frequency of sessions. To determine if such protocols were more effective than allowing therapists to use their clinical judgment, we compared “Clinician- Managed” IPT (CM-IPT), in which clinicians and patients with postpartum depression were allotted 12 sessions and determined collaboratively when to use them, to a once weekly 12 session protocol (“Standard IPT”). We hypothesized that CM-IPT would be more efficient, requiring fewer sessions to reach an equivalent acute outcome, and …

Negative Impact Of Chronic Pandemic-Specific Financial Stress On Food Security Among College Students, Julia N. Soulakova,, Lisa J. Crockett, Mary Schmidt-Owens, Eric W. Schrimshaw

Department of Psychology: Faculty Publications

Since the pandemic started, food insecurity has become a more serious issue for U.S. college students. The study goals were to evaluate whether pandemic-specific stress contributes to current food insecurity (as of February–March of 2022) and to determine which student characteristics are associated with food insecurity. We used the 2022 Spring American College Health Association— National College Health Assessment data (n = 620) collected at a public university. We estimated two multiple logistic regression models. The odds of having very low food security (OR = 8.65, 95% CI = 4.84:15.43) and low food security (OR = 2.87, 95% CI …

Contextualizing The Neural Vulnerabilities Model Of Obesity, Timothy D. Nelson, Eric Stice

Department of Psychology: Faculty Publications

In recent years, investigators have focused on neural vulnerability factors that increase the risk of unhealthy weight gain, which has provided a useful organizing structure for obesity neuroscience research. However, this framework, and much of the research it has informed, has given limited attention to contextual factors that may interact with key vulnerabilities to impact eating behaviors and weight gain. To fill this gap, we propose a Contextualized Neural Vulnerabilities Model of Obesity, extending the existing theory to more intentionally incorporate contextual factors that are hypothesized to interact with neural vulnerabilities in shaping eating behaviors and weight trajectories. We …

Oral Microbial Communities In Children, Caregivers, And Associations With Salivary Biomeasures And Environmental Tobacco Smoke Exposure, Jason A. Rothman, Jenna L. Riis, Katrina R. Hamilton, Clancy Blair, Douglas A. Granger, Katrine Katrine Whiteson

Department of Psychology: Faculty Publications

Human oral microbial communities are diverse, with implications for oral and systemic health. Oral microbial communities change over time; thus, it is important to understand how healthy versus dysbiotic oral microbiomes differ, especially within and between families. There is also a need to understand how the oral microbiome composition is changed within an individual including by factors such as environmental tobacco smoke (ETS) exposure, metabolic regulation, inflammation, and antioxidant potential. Using archived saliva samples collected from caregivers and children during a 90-month follow-up assessment in a longitudinal study of child development in the context of rural poverty, we used 16S …

A Preliminary Examination Of Sexual And Physical Victimization Six Months After Recent Rape, Kate Walsh, Amanda K. Gilmore, Anna E. Jaffe, Patricia Frazier, Linda Ledray, Ron Acierno, Kenneth J. Ruggiero, Dean G. Kilpatrick, Heidi S. Resnick

Department of Psychology: Faculty Publications

One in four US women will experience a completed or attempted rape in their lifetime, and more than 50% of survivors will experience two or more rapes. Rape and physical violence also co-occur. Multiple experiences of sexual and physical violence are associated with elevated mental and physical health problems. This secondary analysis examined the prevalence and correlates of experiencing sexual or physical violence within 6 months of a sexual assault medical forensic exam (SAMFE). Between May 2009 and December 2013, 233 female rape survivors aged 15 and older were enrolled in a randomized controlled trial during a SAMFE in the …

Transgender And Gender Diverse Clients’ Experiences In Therapy: Responses To Sociopolitical Events And Helpful And Unhelpful Experiences, Jae A. Puckett, Devon Kimball, W. Kalei Glozier, Megan Wertz, Terra Dunn, Brenna R. Lash, Allura L. Ralston, Natalie R. Holt, T. Zachary Huit, Sage Volk, Debra A. Hope, Richard Mocarski, L. Zachary Dubois

Department of Psychology: Faculty Publications

We examined transgender and gender-diverse (TGD) people’s reports of their therapy experiences over the course of a year. We explored how participants’ therapists integrated discussions about current events, as well as their more general perspectives on helpful and unhelpful experiences. A total of 107 participants provided data on these questions at least once over 12 months of surveys (M age = 33.79; 70.1% White), reflecting on their current therapy experiences. Through thematic analysis of qualitative data, the following themes were constructed regarding discussing sociopolitical events: (a) facilitating coping via bearing witness to clients’ internal experiences and implementing other therapeutic …

Pathways From Individual Characteristics To Subjective Consequences Of Sex: The Mediating Role Of Risky Sexual Encounters, Lisa Crockett, Kristin L. Moilanen, Meredith L. Cartwright

Department of Psychology: Faculty Publications

Objectives: This study examined associations between young adults’ psychological characteristics and psychosocial consequences of sex, and whether risky sexual encounters mediated these associations.

Methods: College students (N=265; M_age=19.49) completed questionnaires concerning risky sexual relationships, behaviors, situations, and psychosocial consequences during their most recent encounter and over the last year.

Results: Sexual restraint indirectly predicted positive consequences of the most recent encounter via risky sexual behaviors. Sexual restraint and permissiveness predicted positive and negative consequences over the past year via risky relationships.

Conclusions: Psychological characteristics may influence the likelihood of risky sexual encounters, thereby influencing consequences.

Includes supplemental Table …

Early Executive Control Buffers Risk For Adolescent Psychopathology During The Covid‐19 Pandemic, Lauren M. Laifer, Cara C. Tomaso, Olivia D. Chang, Eric Phillips, Tiffany D. James, Jennifer Nelson, Kimberly Andrews Espy, W. Alex Mason, Timothy D. Nelson

Department of Psychology: Faculty Publications

Background: The coronavirus disease 2019 (COVID‐19) pandemic has had a global impact on youth mental health, and there is a critical need for research examining individual factors that contribute to increased psychopathology during the pandemic. The current study explored whether executive control (EC) abilities in early childhood interact with COVID‐related stress to attenuate risk for adolescent psychopathology during the first 6 months of the pandemic.

Methods: Participants were 337 youth (49% female) living in a small midwestern city in the United States. Participants completed EC tasks when they were approximately 4.5 years old as part of a longitudinal …

Self‑Objectification During The Perinatal Period: The Role Of Body Surveillance In Maternal And Infant Wellbeing, Lauren M. Laifer, Olivia R. Maras, Gemma Sáez, Sarah Gervais, Rebecca L. Brock

Department of Psychology: Faculty Publications

Pregnancy represents a unique time during which women’s bodies undergo significant physical changes (e.g., expanding belly, larger breasts, weight gain) that can elicit increased objectification. Experiences of objectification set the stage for women to view themselves as sexual objects (i.e., self-objectification) and are associated with adverse mental health outcomes. Although women may experience heightened self-objectification and behavioral consequences (such as body surveillance) due to the objectification of pregnant bodies in Western cultures, there are remarkably few studies examining objectification theory among women during the perinatal period. The present study investigated the impact of body surveillance, a consequence of self-objectification, on …

Efficacy Of A Combined Food-Response Inhibition And Attention Training For Weight Loss, Eric Stice, Sonja Yokum, Timothy D. Nelson, Elliot Berkman, Harm Veling, Natalia Lawrence

Department of Psychology: Faculty Publications

This Current Opinion in Behavioral Sciences article reviews trials that evaluated an obesity treatment that combines response-inhibition training with high-calorie foods and training designed to reduce attention for high-calorie foods. Two randomized controlled trials suggest that food-response inhibition and attention training produced significant body-fat loss, along with a reduction in valuation of, and reward-region response to, high-calorie foods. However, these effects did not emerge in a third trial, potentially because this trial used more heterogeneous food images, which reduced inhibition learning and attentional learning. Collectively, results suggest that food-response inhibition and attention training can devalue high-calorie foods and result in …

A Comparison Of Task-Based And Questionnaire Assessments Of Executive Control Aspects In Relation To Adolescent Marijuana Initiation, Ying Guo, Charles B. Fleming, Irina Patwardhan, Tiffany D. James, Jennifer Nelson, Kimberly A. Espy, Timothy D. Nelson, W. Alex Mason

Department of Psychology: Faculty Publications

Prior research has linked deficits in executive control (EC) to marijuana use in adolescents but has relied either primarily on adolescent self-report of EC or tasked-based EC, and focused on limited aspects of EC, usually inhibitory control. We examined unique associations of three established aspects of EC (inhibitory control, working memory, and flexible shifting) assessed with both performance on laboratory tasks and self-report in relation to marijuana initiation. Participants were 260 youth (ages 14–18 years) from a small Midwestern city in the United States enrolled in the adolescent phase (beginning in 2017) of an ongoing study of EC development recruited …

Eeg Decoding Of Finger Numeral Configurations With Machine Learning, Roya Salehzadeh, Brian Rivera, Kaiwen Man, Nader Jalili, Firat Soylu

Department of Psychology: Faculty Publications

In this study, we used multivariate decoding methods to study processing differences between canonical (montring and count) and noncanonical finger numeral configurations (FNCs). While previous research investigated these processing differences using behavioral and event-related potentials (ERP) methods, conventional univariate ERP analyses focus on specific time intervals and electrode sites and fail to capture broader scalp distribution and EEG frequency patterns. To address this issue a supervised learning classifier—support vector machines (SVM)—was used to decode ERP scalp distributions and alpha-band power for montring, counting, and noncanonical FNCs (for integers 1 to 4). The SVM was used to test whether the numerical …