Mind-reading without the scanner: Behavioural decoding of working memory content

ABSTRACT

Sophisticated machine learning algorithms have been successfully applied to functional neuroimaging data in order to characterize internal cognitive states. But is it possible to “mind-read” without the scanner? Capitalizing on the robust finding that the contents of working memory guide visual attention toward memory-matching objects, we trained a multivariate pattern classifier on behavioural indices of attentional guidance. Working memory representations were successfully decoded from behaviour alone, both within and between individuals. The current study provides a proof-of-concept for applying machine learning techniques to simple behavioural outputs (e.g., response times) in order to decode information about specific internal cognitive states.     

The specific needs of foreign national prisoners and the threat to their mental health from being imprisoned in a foreign country

Foreign national prisoners represent an increasingly significant and vulnerable proportion of the prison estate in England and Wales, accounting for 13% of the population in custody (Prison Reform Trust, 2010). They are ever present in the Safer Custody statistics, accounting for nearly a quarter of self-harm incidents and self-inflicted deaths (HM Inspectorate of Prisons, 2009). Recent HM Inspectorate of Prisons, 2006, HM Inspectorate of Prisons, 2007, HM Inspectorate of Prisons, 2010 and a handful of research studies outline the lack of support facing many foreign national prisoners, in terms of language problems, social and cultural isolation, family support, immigration uncertainties and diversity issues. This paper reviews the current context of the foreign national prisoner population in England and Wales, paying particular attention to their experiences, specific needs, and potential threat to their mental health from being imprisoned in a foreign country. We then offer suggestions as to how these issues can be addressed by reviewing existing initiatives and making recommendations for future research.     

Strategies of influence in close relationships

In this study, we examined how close relationship partners spontaneously influence each other while they discussed an existing problem in their relationship. According to theories of social influence, people in important, self-defining relationships should experience the relationship itself as a potent source of influence. Thus, they are likely to rely on the relationship as a source of power and to use influence strategies that reference relationship norms and values. Consistent with this reasoning, dating partners who were subjectively closer to their partners/relationships were more likely to reference the relationship in their influence attempts than those who were less subjectively close. Furthermore, referencing the relationship was an effective influence strategy. Greater referencing was associated with opinion shifts during discussions for both agents and targets of influence, with each compromising toward the other's position. In contrast, greater use of negative coercion as an influence strategy (e.g., derogation of the partner or punishment) was associated with less compromise.     

The effects of feedback format on dynamic decision making

The tendency for people to perform poorly on dynamic decision-making tasks has been attributed to their inability to form adequate mental models of dynamic systems (Sterman, 1994). An alternative explanation is that the tabular feedback formats used in previous studies do not facilitate mental representations of the dynamic task and lead to processing overload. Drawing on research in the human factors area, this study examined the impact of graphical versus tabular feedback formats on performance, response times, and learning on a dynamic inventory control task under differing levels of complexity. The graphical feedback group performed better but the tabular group showed stronger evidence of learning. The two groups did not differ in response times. Records of decision rationales showed that participants were aware of complexity factors but were unable to cope with them effectively under either feedback format. The proximity compatibility principle ( Wickens & Carswell, 1995) from human factors, which argues that feedback must be matched to the processing requirements of the task, provides a useful theoretical framework for the design and testing of feedback formats for organizational tasks and criteria.     

A naturalistic longitudinal evaluation of counselling in primary care

This study evaluated the effectiveness of generic counselling in a primary healthcare setting during three months of counselling and followed up the patients' progress after counselling had finished for the next twenty-one months. Questionnaires were completed by patients within the Dorset Primary Care counselling service on referral to counselling and at set points afterwards. A naturally occurring waiting-list group was compared with patients receiving counselling at baseline and three months. Measurements were taken of patients' psychiatric symptomatology, quality of life (QOL) and self-esteem. Patients who received counselling made highly significant improvements compared with those on the waiting list. These improvements were maintained throughout the long-term follow-up. This would indicate that generic counselling has positive effects that can be maintained for a long period of time after counselling has been completed.     

Boys' and girls' perceptions of parental discipline in transgression situations

Children's perceptions of parental discipline methods and their perceptions of child gender differences in their parents' choices of discipline methods were assessed. One hundred and seventy 8‐year‐old children (78 boys, 92 girls) in two‐parent families were asked about disciplinary behaviour in five transgression situations. The results pointed to gender differences when the children were talking about themselves. Boys believed that they would receive more physical punishment, milder requests and less induction than girls. Children also indicated that their parents would choose a different response if they (themselves) were of the other sex. Both boys and girls reported that their parents would treat boys more severely than they would girls. The results showed that the responses of those children with a sibling of the other sex did not reveal any gender‐differentiated experience of their parents' discipline strategies. Copyright © 2002 John Wiley & Sons, Ltd.     

Are Women Perceived as Engaging in More Maladaptive Worry Than Men? A Status Interpretation

Studies 1 and 2 addressed people's perceptions of women's and men's overall maladaptive worry. In Study 1, participants rated how they perceive women's and men's worry in general. In Study 2, participants rated the worry of either a woman or a man whom they know well. As expected in both studies, participants perceived women as experiencing more maladaptive worry than men. A second objective was to compare people's perceptions of women's and men's worry to their perceptions of low- and high-status individuals' worry to determine if a status model can account for the perception that women worry more than men. In Study 3, participants were presented a minimal instantiation of status (Conway, Pizzamiglio, & Mount, 1996). As expected, participants perceived low-status individuals as experiencing more maladaptive worry than high-status individuals. Findings are discussed in terms of gender stereotypes and theoretical models of gender.     

Temporal Contiguity and Contingency Judgments: A Pavlovian Analogue

The two experiments reported examine the role of temporal contiguity on judgments of contingency in a human analogue of the Pavlovian task. The data show that the effect of the actual delay on contingency judgment depends on the observer's expectation regarding the delay. For a fixed contingency between the cue and the outcome, ratings of the contingency are higher when the actual delay is congruent with the observer's expectation than when it is incongruent. We argue that our data can be understood within the context of the temporal coding hypothesis.     

Configural Frequency Analysis in Applied Psychological Research

L'Analyse de Fréquence des Configurations (AFC) est une méthode de recherche des classes et anticlasses dans les classifications croisées de catégories de variables. Les classes sont des modèles de catégories de variables qui apparaissent plus souvent que le hasard ne le laisse supposes. Les anticlasses sont des modèles de catégorie de variables qui apparaissent moins souvent que le hasard ne le laisse supposes. On présente quatre applications d'AFC: l'AFC de premier ordre, l'AFC prédictive, l'AFC de symétrie axiale, et un modèle d'AFC longitudinale. On examine les caractéristiques de l'AFC en insistant sur les contraintes et l'applicabilité. On compare aussi l'AFC avec d'autres méthodes permettant l'analyse multivariée de catégories de données, en particulier la modèlisation log-linéaire. Des sorties informatiques sont traitées.
Configural Frequency Analysis (CFA) is a method for the search for types and antitypes in cross-classifications of categorical variables. Types are patterns of variable categories that occur more often than expected from chance. Antitypes are patterns of variable categories that occur less often than expected from chance. Four applications of CFA are reviewed: the First Order CFA, the Prediction CFA, Axial Symmetry CFA, and one model of Longitudinal CFA. Characteristics of CFA are discussed, focusing on constraints posed and applicability. Comparisons are made of CFA with other methods for multivariate analysis of categorical data, in particular, log-linear modelling. Computational issues are discussed.