Ryan L. Boyd

Long-term neural and physiological phenotyping of a single human

Psychiatric disorders are characterized by major fluctuations in psychological function over the course of weeks and months, but the dynamic characteristics of brain function over this timescale in healthy individuals are unknown. Here, as a proof of concept to address this question, we present the MyConnectome project. An intensive phenome-wide assessment of a single human was performed over a period of 18 months, including functional and structural brain connectivity using magnetic resonance imaging, psychological function and physical health, gene expression and metabolomics. A reproducible analysis workflow is provided, along with open access to the data and an online browser for results. We demonstrate dynamic changes in brain connectivity over the timescales of days to months, and relations between brain connectivity, gene expression and metabolites. This resource can serve as a testbed to study the joint dynamics of human brain and metabolic function over time, an approach that is critical for the development of precision medicine strategies for brain disorders.

Did Shakespeare write double falsehood? Identifying individuals by creating psychological signatures with text analysis

More than 100 years after Shakespeare’s death, Lewis Theobald published Double Falsehood, a play supposedly sourced from a lost play by Shakespeare and John Fletcher. Since its release, scholars have attempted to determine its true authorship. Using new approaches to language and psychological analysis, we examined Double Falsehood and the works of Theobald, Shakespeare, and Fletcher. Specifically, we created a psychological signature from each author’s language and statistically compared the features of each signature with those of Double Falsehood’s signature. Multiple analytic approaches converged in suggesting that Double Falsehood’s psychological style and content architecture predominantly resemble those of Shakespeare, showing some similarity with Fletcher’s signature and only traces of Theobald’s. Closer inspection revealed that Shakespeare’s influence is most apparent early in the play, whereas Fletcher’s is most apparent in later acts. Double Falsehood has a psychological signature consistent with that expected to be present in the long-lost play The History of Cardenio, cowritten by Shakespeare and Fletcher.

The regulatory benefits of high levels of affect perception accuracy: a process analysis of reactions to stressors in daily life.

Individuals attuned to affective signals from the environment may possess an advantage in the emotion-regulation realm. In two studies (total n = 151), individual differences in affective perception accuracy were assessed in an objective, performance-based manner. Subsequently, the same individuals completed daily diary protocols in which daily stressor levels were reported as well as problematic states shown to be stress-reactive in previous studies. In both studies, individual differences in affect perception accuracy interacted with daily stressor levels to predict the problematic outcomes. Daily stressors precipitated problematic reactions--whether depressive feelings (study 1) or somatic symptoms (study 2)--at low levels of affect perception accuracy, but did not do so at high levels of affect perception accuracy. The findings support a regulatory view of such perceptual abilities. Implications for understanding emotion regulation processes, emotional intelligence, and individual differences in reactivity are discussed.

Psychological Text Analysis in the Digital Humanities

In the digital humanities, it has been particularly difficult to establish the psychological properties of a person or group of people in an objective, reliable manner. Traditionally, the attempt to understand an author’s psychological makeup has been primarily (if not exclusively) accomplished through subjective interpretation, qualitative analysis, and speculation. In the world of empirical psychological research, however, the past two decades have witnessed an explosion of computerized language analysis techniques that objectively measure psychological features of the individual. Indeed, by using modern text analysis methods, it is now possible to quickly and accurately extract information about people—personalities, individual differences, social processes, and even their mental health—all through the words that people write and speak. This chapter serves as a primer for researchers interested in learning about how language can provide powerful insights into the minds of others via well-established and easy-to-use psychometric methods. First, this chapter provides a general background on language analysis in the field of psychology, followed by an introduction to modern methods and developments within the field of psychological text analysis. Finally, a solid foundation to psychological text analysis is provided in the form of an overview of research spanning hundreds of studies from labs all over the world.

Changes in the Sexual Self-Schema of Women With a History of Childhood Sexual Abuse Following Expressive Writing Treatment.

Objective: Sexual self-schemas are cognitive generalizations about the sexual self that influence the processing of sexually pertinent information and guide sexual behavior. Until recently sexual self-schemas were exclusively assessed with self-report instruments. Recent research using the meaning extraction method, an inductive method of topic modeling, identified 7 unique themes of sexual self-schemas: family and development, virginity, abuse, relationship, sexual activity, attraction, and existentialism from essays of 239 women (Stanton, Boyd, Pulverman, & Meston, 2015). In the current study, these themes were used to examine changes in theme prominence after an expressive writing treatment. Method: Women (n = 138) with a history of childhood sexual abuse completed a 5-session expressive writing treatment, and essays on sexual self-schemas written at pretreatment and posttreatment were examined for changes in themes. Results: Women showed a reduction in the prominence of the abuse, family and development, virginity, and attraction themes, and an increase in the existentialism theme. Conclusions: This study supports the validity of the 7 themes identified by Stanton and colleagues (2015) and suggests that expressive writing may aid women with a history of sexual abuse to process their abuse history such that it becomes a less salient aspect of their sexual self-schemas.

Understanding Personality and Predicting Outcomes: The Utility of Cognitive-Behavioral Probes of Approach and Avoidance Motivation

Approach and avoidance motivation may represent important explanatory constructs in understanding how individuals differ. Such constructs have primarily been assessed in self-reported terms, but there are limitations to self-reports of motivation. Accordingly, the present review concentrates on the potential utility of implicit cognitive-behavioral probes of approach and avoidance motivation in modeling and understanding individual differences. The review summarizes multiple lines of research that have documented the utility of such probes to the personality-processing interface. Although multiple gaps in our knowledge exist, and are acknowledged, the value of such implicit cognitive-behavioral assessments is emphasized both in modeling multiple subcomponents of approach and avoidance motivation and in showing that such tendencies matter in ways that transcend momentary experiences or manipulations.

Linguistic analysis of chat transcripts from child predator undercover sex stings

Abstract We analyzed chat transcripts from 590 undercover Internet sex stings across the US, using the Linguistic Inquiry and Word Count software program to examine trends in sexual word usage, total word usage, and clout (a measure conveying social dominance) for convicted child sex offenders and undercover agents. Offenders and agents varied greatly in their scores in these word categories; however, generally, offenders used more words in each: 91% used more sexual words, 66% used more words overall, and 82% exhibited more clout than their respective agents. Linguistic analyses can provide the trier of fact with objective measures of psychometric properties that may help them assess the offender’s predisposition and appropriateness of government conduct. Additionally, our data-set shows the distribution of these language dimensions across a wide sample of offenders, providing a statistical context for linguistic evidence from individual cases. As language-based digital evidence become more prevalent, forensic linguistic analyses may prove invaluable in the courtroom.

Power Versus Affiliation in Political Ideology Robust Linguistic Evidence for Distinct Motivation-Related Signatures

Posited motivational differences between liberals and conservatives have historically been controversial. This motivational interface has recently been bridged, but the vast majority of studies have used self-reports of values or motivation. Instead, the present four studies investigated whether two classic social motive themes—power and affiliation—vary by political ideology in objective linguistic analysis terms. Study 1 found that posts to liberal chat rooms scored higher in standardized affiliation than power, whereas the reverse was true of posts to conservative chat rooms. Study 2 replicated this pattern in the context of materials posted to liberal versus conservative political news websites. Studies 3 and 4, finally, replicated a similar interactive (ideology by motive type) pattern in State of the State and State of the Union addresses. Differences in political ideology, these results suggest, are marked by, and likely reflective of, mind-sets favoring affiliation (liberal) or power (conservative).

Sexual Self-Schemas in the Real World: Investigating the Ecological Validity of Language-Based Markers of Childhood Sexual Abuse

This is the first study to examine language use and sexual self-schemas in natural language data extracted from posts to a large online forum. Recently, two studies applied advanced text analysis techniques to examine differences in language use and sexual self-schemas between women with and without a history of childhood sexual abuse. The aim of the current study was to test the ecological validity of the differences in language use and sexual self-schema themes that emerged between these two groups of women in the laboratory. Archival natural language data were extracted from a social media website and analyzed using LIWC2015, a computerized text analysis program, and other word counting approaches. The differences in both language use and sexual self-schema themes that manifested in recent laboratory research were replicated and validated in the large online sample. To our knowledge, these results provide the first empirical examination of sexual cognitions as they occur in the real world. These results also suggest that natural language analysis of text extracted from social media sites may be a potentially viable precursor or alternative to laboratory measurement of sexual trauma phenomena, as well as clinical phenomena, more generally.

Dispositional anger and the resolution of the approach–avoidance conflict.

The approach-avoidance conflict is one in which approaching reward brings increased threat while avoiding threat means forgoing reward. This conflict can be uniquely informative because it will be resolved in different ways depending on whether approach (toward) or avoidance (away from) is the stronger motive. Two studies (total N = 191) created a computerized version of this conflict and used the test to examine questions of motivational direction in anger. In Study 1, noise blast provocations increased the frequency of approach behaviors at high levels of trait anger, but decreased their frequency at low levels. In Study 2, a simpler version of the conflict test was used to predict anger in daily life. As hypothesized, greater approach frequencies in the test predicted greater anger reactivity to daily provocations and frustrations. The discussion focuses on the utility of the approach-avoidance conflict test and on questions of motivational direction in anger. (PsycINFO Database Record