Safety Engineering for Artificial General Intelligence

Machine ethics and robot rights are quickly becoming hot topics in artificial intelligence and robotics communities. We will argue that attempts to attribute moral agency and assign rights to all intelligent machines are misguided, whether applied to infrahuman or superhuman AIs, as are proposals to limit the negative effects of AIs by constraining their behavior. As an alternative, we propose a new science of safety engineering for intelligent artificial agents based on maximizing for what humans value. In particular, we challenge the scientific community to develop intelligent systems that have human-friendly values that they provably retain, even under recursive self-improvement.     

A validation of a computerised task of risk-taking and moral decision-making and its association with sensation-seeking,impulsivity and sociomoral reasoning

The aim of this study was to investigate the reliability and validity of the computer based application of the Secret Agent (SA) task of risk-taking and moral decision-making. The participants were 100 male patients in a maximum security hospital (50 with severe mental illness and 50 with personality disorder) and 50 community based healthy controls. All participants completed the SA task, the Iowa Gambling Task (IGT), and measures of IQ, antisocial personality traits, sensation-seeking, impulsivity and sociomoral reasoning. The SA risk-taking and moral decision-making scales had satisfactory levels of reliability (Cronbach’s alpha). Risk-taking correlated significantly with sensation-seeking across all three participant groups. In contrast, risk-taking only correlated with impulsivity among the severe mental illness group. Moral decision-making correlated with sociomoral reasoning among the personality disorder group. No correlation was found between the SA scores and the IGT score and the IGT did not correlate with sensation-seeking or impulsivity. IQ and antisocial personality traits did not correlate with the SA or IGT scales. The study highlights the importance of context, the nature of the risk-taking task, and ‘problem framing’ of the instructions in their relationship with individual differences.     

Body Dissatisfaction and Mental Health Across Ethnic/Racial and Immigrant Groups: Implications for Marriage and Family Therapists

ABSTRACT

The purpose of this effort is to broaden the scope with which body dissatisfaction (BD) is viewed to inform the practices of MFTs. Associations between college students' BD and measures of depression, anxiety, self-esteem, and body image were tested using mean-level comparisons, path analysis, and multi-group tests by sex, across ethnic/racial groups, and across immigration status. Data were collected from N = 10,573 youth. There was evidence of significant mean level differences, and BD predicted internalizing symptoms while multi-group tests were largely invariant suggesting a more universal impact than dominant theoretical explanations (i.e. Objectification theory) posit.     

Social problem solving in early childhood: Developmental change and the influence of shyness

The purpose of this study was to examine developmental change and the influence of shyness on social problem-solving (SPS). At 24, 36, and 48 months, children (N = 570) were observed while interacting with an unfamiliar peer during an SPS task and at 24 months, maternal report of shyness was collected. Results showed that across the full sample, children displayed low but stable levels of withdrawn SPS and increasing levels of SPS competence over development. In addition, results showed multiple trajectories of withdrawn and competent SPS. Shyness was associated with high-increasing and high-decreasing withdrawn SPS trajectories compared with the low-increasing withdrawn SPS trajectory. Shyness was also associated with the low-increasing compared with the high-increasing SPS competence trajectory. Findings demonstrate the development of SPS competence over early childhood, and the influence of early shyness on this developmental course, with some shy children showing improvement in SPS skills and others continuing to show SPS difficulties over time.     

A Program Intervention for Pediatric Bipolar Disorder: Preliminary Results

The effectiveness of a behaviorally based day treatment program for young children diagnosed with Pediatric Bipolar Disorder (PBD) was evaluated using pretreatment and posttreatment mean scores from the Child Behavior Checklist (CBCL). Data were evaluated in aggregate and using the clinically significant change method for children diagnosed with PBD, Attention Deficit Hyperactivity Disorder (ADHD), Oppositional Defiant Disorder (ODD), Adjustment Disorder, and no diagnosis/clinical and subclinical groups. Significant effects were found for all groups except the no diagnosis/subclinical group on the Internalizing scale and for all groups on the Externalizing scale. Clinically significant change was supported for the PBD, ADHD, ODD, and Adjustment Disorder groups. Implications and limitations of the study are discussed.     

What's Going On with Dora? An Interpersonal Perspective

Freud views Dora's symptoms as displacements of conflictual fantasies and affects. In this essay the focus is shifted to Dora's body in relation, a vehicle for communication. The schism between her soma and psyche—or act and word—is understood as Dora's response to the mystifying, hypocritical relatedness in her family. Freud's bifurcation of theory and clinical praxis may repeat this pattern at moments when metapsychological interpretations do not jibe with the interactive moment. A detailed inquiry regarding the often-embodied transference-countertransference matrix is therefore explored toward better understanding and integration.     

Assessment of Historical Analysis and Argumentation (AHAA): A New Measure of Document-Based Historical Thinking

Abstract

A troubling gap exists between the current state of history assessment and the knowledge and skills deemed essential for students to thrive in the 21st century. We propose a new assessment of historical thinking that represents a promising alignment with extant cognitive research, as well as with the practices that undergird the discipline. In this article, we discuss the design of the Assessment of Historical Analysis and Argumentation (AHAA), as well as the accompanying scoring rubric, and report findings from our administration of multiple forms of the exam with secondary students (N?=?618). Evidence indicates that the exam captured student historical thinking about documents and that the items prompted students to construct a cognitive representation of intertextual reasoning. Given the dearth of assessments that capture student historical thinking about documents and their understanding of content, we believe the AHAA has the potential to be an important instructional resource.     

The Clinical and Forensic Value of Information that Children Report While Drawing

Drawing is commonly used in clinical interviews to help children talk about their experiences. Research has shown that drawing increases the amount of information that children report about some emotional experiences. Here, we aimed to investigate the use of drawing in interviews about other, clinically relevant emotions, and the clinical and forensic relevance of the information that children report while drawing. To do this, sixty 5‐ to 6‐ and 11‐ to 12‐year‐olds drew and told, or told, about prior experiences that had made them feel happy, angry, proud (confident), and worried (nervous). For all emotions, drawing and telling increased the amount of forensically relevant, episodic details (e.g., who was there and what happened) that children reported relative to telling alone. In contrast, drawing and telling did not alter the amount of information that children reported about clinically relevant details (e.g., thoughts and emotions). We discuss the implications of these findings for using drawing in interviews with children. Copyright © 2013 John Wiley & Sons, Ltd.     

P = f (Conscientiousness × Ability): Examining the Facets of Conscientiousness

We posited that the form of the joint effects of motivation and ability in traditional performance models are interactive because motivation triggers the use of energy resources required to deploy ability at work. Moreover, we posited that achievement might best represent motivation compared to five other facets of Conscientiousness or global Conscientiousness. In two samples of customer service representatives, achievement interacted with general mental ability (GMA) in predicting task performance, whereas global Conscientiousness and the other five facets did not. This suggests that researchers examining the motivational aspects of Conscientiousness might uncover a more consistent pattern of results for task performance if they focus on the achievement facet. Furthermore, managers might see the highest levels of task performance in certain contexts when hiring individuals based on both achievement and GMA.     

Cautionary Remarks on the Use of Clusterwise Regression

Clusterwise linear regression is a multivariate statistical procedure that attempts to cluster objects with the objective of minimizing the sum of the error sums of squares for the within-cluster regression models. In this article, we show that the minimization of this criterion makes no effort to distinguish the error explained by the within-cluster regression models from the error explained by the clustering process. In some cases, most of the variation in the response variable is explained by clustering the objects, with little additional benefit provided by the within-cluster regression models. Accordingly, there is tremendous potential for overfitting with clusterwise regression, which is demonstrated with numerical examples and simulation experiments. To guard against the misuse of clusterwise regression, we recommend a benchmarking procedure that compares the results for the observed empirical data with those obtained across a set of random permutations of the response measures. We also demonstrate the potential for overfitting via an empirical application related to the prediction of reflective judgment using high school and college performance measures.