A neural cognitive model of argumentation with application to legal inference and decision making

Formal models of argumentation have been investigated in several areas, from multi-agent systems and artificial intelligence (AI) to decision making, philosophy and law. In artificial intelligence, logic-based models have been the standard for the representation of argumentative reasoning. More recently, the standard logic-based models have been shown equivalent to standard connectionist models. This has created a new line of research where (i) neural networks can be used as a parallel computational model for argumentation and (ii) neural networks can be used to combine argumentation, quantitative reasoning and statistical learning. At the same time, non-standard logic models of argumentation started to emerge. In this paper, we propose a connectionist cognitive model of argumentation that accounts for both standard and non-standard forms of argumentation. The model is shown to be an adequate framework for dealing with standard and non-standard argumentation, including joint-attacks, argument support, ordered attacks, disjunctive attacks, meta-level attacks, self-defeating attacks, argument accrual and uncertainty. We show that the neural cognitive approach offers an adequate way of modelling all of these different aspects of argumentation. We have applied the framework to the modelling of a public prosecution charging decision as part of a real legal decision making case study containing many of the above aspects of argumentation. The results show that the model can be a useful tool in the analysis of legal decision making, including the analysis of what-if questions and the analysis of alternative conclusions. The approach opens up two new perspectives in the short-term: the use of neural networks for computing prevailing arguments efficiently through the propagation in parallel of neuronal activations, and the use of the same networks to evolve the structure of the argumentation network through learning (e.g. to learn the strength of arguments from data).     

Manualizing psychotherapy: Aaron T. Beck and the origins of Cognitive Therapy of Depression

Abstract

This paper examines the origins of psychiatrist Aaron T. Beck’s 1979 Cognitive Therapy of Depression (CTOD). CTOD was the first psychotherapy manual designed to be used in a randomized controlled trial (RCT). Making psychotherapy amenable to the RCT design had been a ‘holy grail’ for leading American psychotherapy researchers since the late 1960s. Beck’s CTOD – which standardized his treatment so it could be compared with drug treatments in a clinical trial – delivered that holy grail, and ushered in the manualized treatment revolution. Manuals are now a sine qua non in psychotherapy research. In this paper, I explore some of the personal, political, and economic variables that made the idea of a manual irresistible to Beck and to those who first championed him.     

Making Time Protestant in Early-Modern Glasgow

This article, drawn largely from the under-utilized Kirk session records from late-sixteenth-century Glasgow, by way of example, demonstrates how changing dispositions towards time were at the heart of the Reformation change of religion in Scotland. From the expansion of time obligations of Christians, the alteration of holy days, and the re-definition of basic units of time, alternative understandings of time were among the most tangible effects of the establishment of Protestantism in Scotland. In introducing time as a new way to examine the broad influence of the Reformation on the lives of the Scottish people, the article builds on recent research on the European Reformations while also introducing new perspectives on the uniqueness of the Scottish case.     

An experimental test to reveal negative side-effects of high treatability information on preventative health behaviour

Objectives: When the course of a disease can be positively changed by health professionals the disease can be indicated as ‘highly treatable’. This ‘high treatability information’ (HTI) may have negative side-effects on people’s preventative motivation. This study examined the effects of HTI regarding skin cancer on preventative motivation.

Design: This study employed a 2 (high treatability (HTI) versus low treatability (LTI)) × 2 (high versus low susceptibility)?experiment with a hanging control group. (family) History and self-efficacy were assessed as moderators. Participants (N = 309) were randomly assigned to one of the five conditions.

Main outcome measures: The main outcome was intention to engage in preventative actions regarding skin cancer.

Results: HTI significantly lowered the intention compared to LTI, under the condition of high susceptibility in people with low self-efficacy. In addition, in people with a (family) history of skin cancer, HTI significantly lowered the intention compared to the no-information group.

Conclusion: HTI regarding skin cancer can cause a drop in the preventative motivation. The effects can be conceptualised as negative side-effects of HTI. As substantial proportions of the general population have a (family) history of skin cancer or low self-efficacy, the side-effects may be widespread, possibly increasing the incidence of skin cancer.     

When family and research clash: The role of autobiographical emotion in the production of stories of the Italian civil war, 1943–1945

This paper engages the emotional side of Second World War storytelling practices and research. Specifically, it explores how a politics of trust and togetherness animates communities of remembrance concerning the anti-Fascist Resistance experience in northern Italy. I reflect on my encounter with memories of wartime violence through the lens of autobiographical emotion. In a region torn asunder by conflicting stories of loss and violence during the anti-Nazi resistance and civil war, I possess a dual identity of researcher and Partisan's grandchild. This carries a powerful emotional bond of ethical obligations that cannot be ignored in the research process. Drawing on affect theory, I contextualize my oral history fieldwork experience in relation to that emotional bond.     

The modulation of reward priority by top-down knowledge

Reward-associated features capture attention automatically and continue to do so even when the reward contingencies are removed. This profile has led to the hypothesis that rewards belong to a separate class of attentional biases that is neither typically top-down nor bottom-up. The goal of these experiments was to understand the degree to which top-down knowledge can modulate value-driven attentional capture within (a) the timecourse of a single trial and (b) when the reward contingencies change explicitly over trials. The results suggested that top-down knowledge does not affect the size of value-driven attentional capture within a single trial. There were clear top-down modulations in the magnitude of value-driven capture when reward contingencies explicitly changed, but the original reward associations continued to have a persistent bias on attention. These results contribute to a growing body of evidence that reward associations bias attention through mechanisms separate from other top-down and bottom-up attentional biases.     

The translation and validation of the Mini‐K scale in Japanese

The purpose of this study was to validate the 20‐item Mini‐K scale, which is the short form of the Arizona Life History Battery, as translated into Japanese. Two samples of Japanese adults (N = 2000; 50.0% men; Mage = 40.9 for the first survey; N = 400; 50.0% men; Mage = 42.2 for the second survey) completed a web‐based questionnaire, including the Japanese translation of the Mini‐K. The results showed that the psychometric properties of the Japanese Mini‐K scale were comparable to those of the original English version. The scale had good reliability based on Cronbach's α and McDonald's ω. Convergent validity was demonstrated by the correlation between the Mini‐K scores and life history indicators. In addition, the Mini‐K score was related to both personality and psychosomatic health. The translated scale provides a valid and reliable instrument in Japanese that measures human life‐history strategy.