Similarity and rules United: similarity- and rule-based processing in a single neural network

A central controversy in cognitive science concerns the roles of rules versus similarity. To gain some leverage on this problem, we propose that rule- versus similarity-based processes can be characterized as extremes in a multidimensional space that is composed of at least two dimensions: the number of features (Pothos, 2005) and the physical presence of features. The transition of similarity- to rule-based processing is conceptualized as a transition in this space. To illustrate this, we show how a neural network model uses input features (and in this sense produces similarity-based responses) when it has a low learning rate or in the early phases of training, but it switches to using self-generated, more abstract features (and in this sense produces rule-based responses) when it has a higher learning rate or is in the later phases of training. Relations with categorization and the psychology of learning are pointed out.     

Instructional manipulation checks: Detecting satisficing to increase statistical power

Participants are not always as diligent in reading and following instructions as experimenters would like them to be. When participants fail to follow instructions, this increases noise and decreases the validity of their data. This paper presents and validates a new tool for detecting participants who are not following instructions - the Instructional manipulation check (IMC). We demonstrate how the inclusion of an IMC can increase statistical power and reliability of a dataset.     

Prejudiced learning: A connectionist account

Connectionist simulation was employed to investigate processes that may underlie the relationships between prior expectancies or prejudices and the acquisition of attitudes, under conditions where learners can only discover the valence of attitude objects through directly experiencing them. We compared contexts analogous to learners holding either false negative expectancies (‘prejudices’) about a subclass of objects that were actually good or false positive expectancies about objects that were actually bad. We introduced expectancy‐related bias either by altering the probability of approach, or by varying the rate of learning following experience with good or bad objects. Where feedback was contingent on approach, the false positive expectancies were corrected by experience, but negative prejudices resisted change, since the network avoided objects deemed to be bad, and so received less corrective feedback. These findings are discussed in relation to the effects of intergroup contact and expectancy‐confirmation processes in reducing or sustaining prejudice.     

Psychometric Evaluation of the Meaningful Life Measure

The 23-item Meaningful Life Measure (Morgan and Farsides 2008) comprises five subscales, each designed to assess a distinct component of personal meaning: purposeful life; valued life; accomplished life; principled life; and exciting life. In addition to providing a comprehensive composite meaning measure, this instrument presents the possibility of measuring these components separately in future research applications. To demonstrate the utility of their separate measurement, the present study therefore aimed to show differential patterns of correlation between these five subscales and meaning correlates identified in the literature. The MLM’s factor structure and internal reliability were replicated on the present sample. Evidence was then provided for the MLM’s convergent validity, and it was demonstrated that its five subscales were indeed differently predicted by the meaning correlates from the literature. Findings attest to the practical utility of a five-factor conceptualisation of meaning in life. In addition to identifying people who score low and high on different factors of meaning in life, the MLM facilitates the further investigation of specific antecedents and consequences of different meaning components.

Putting feelings into words: affect labeling disrupts amygdala activity in response to affective stimuli

Putting feelings into words (affect labeling) has long been thought to help manage negative emotional experiences; however, the mechanisms by which affect labeling produces this benefit remain largely unknown. Recent neuroimaging studies suggest a possible neurocognitive pathway for this process, but methodological limitations of previous studies have prevented strong inferences from being drawn. A functional magnetic resonance imaging study of affect labeling was conducted to remedy these limitations. The results indicated that affect labeling, relative to other forms of encoding, diminished the response of the amygdala and other limbic regions to negative emotional images. Additionally, affect labeling produced increased activity in a single brain region, right ventrolateral prefrontal cortex (RVLPFC). Finally, RVLPFC and amygdala activity during affect labeling were inversely correlated, a relationship that was mediated by activity in medial prefrontal cortex (MPFC). These results suggest that affect labeling may diminish emotional reactivity along a pathway from RVLPFC to MPFC to the amygdala.     

Prevalence of Psychiatric Disorders Among Children of Different Ethnic Origin

The present study assesses the population prevalence of DSM-IV disorders among native and immigrant children living in low socio-economic status (SES) inner-city neighborhoods in the Netherlands. In the first phase of a two-phase epidemiological design, teachers screened an ethnically diverse sample of 2041 children aged 6–10 years using the Strengths and Difficulties Questionnaire (SDQ). In the second phase, a subsample of 253 children was psychiatrically examined, while their parents were interviewed. In addition, teachers completed a short questionnaire about 10 DSM-IV items. Prevalence was estimated using the best-estimate diagnosis based on parent, child and teacher information. Projected to the total population, 11% of the children had one or more impairing psychiatric disorders, which did not differ between native and non-native children. In the total group a clear relationship was observed between the prevalence of psychiatric disorders and gender, parental psychopathology, peer problems and school problems, but not among all ethnic groups separately. This study suggests that the prevalence of psychiatric disorders among non-treated minority and native children in low SES inner-city neighborhoods does not materially differ. However, associated mechanisms may be influenced by ethnicity.     

The effects of trust in authority and procedural fairness on cooperation

The present research examined the effect of procedural fairness and trust in an authority on people's willingness to cooperate with the authority across a wide range of social situations. Prior research has shown that the presence of information about whether an authority can be trusted moderates the effect of procedural fairness. If no trust information is available, procedural fairness influences people's reactions. This is not the case when information about the trustworthiness of the authority is present. In the present article, it is argued that information about whether the authority can or cannot be trusted may also moderate the effect of procedural fairness in predicting levels of cooperation. Assuming that the use of fair procedures by authorities that cannot be trusted is less influential than is the enactment of procedures by trustworthy authorities, it is predicted that trust in authority moderates the influence of procedural fairness on cooperation in such a way that procedural fairness has a positive effect on cooperation primarily when trust in authority is high. Results from 4 studies (2 experimental studies and 2 field studies) provide supportive evidence for this interaction.     

Effort during visual search and counting: insights from pupillometry

We investigated the processing effort during visual search and counting tasks using a pupil dilation measure. Search difficulty was manipulated by varying the number of distractors as well as the heterogeneity of the distractors. More difficult visual search resulted in more pupil dilation than did less difficult search. These results confirm a link between effort and increased pupil dilation. The pupil dilated more during the counting task than during target-absent search, even though the displays were identical, and the two tasks were matched for reaction time. The moment-to-moment dilation pattern during search suggests little effort in the early stages, but increasingly more effort towards response, whereas the counting task involved an increased initial effort, which was sustained throughout the trial. These patterns can be interpreted in terms of the differential memory load for item locations in each task. In an additional experiment, increasing the spatial memory requirements of the search evoked a corresponding increase in pupil dilation.These results support the view that search tasks involve some, but limited, memory for item locations, and the effort associated with this memory load increases during the trials. In contrast, counting involves a heavy locational memory component from the start.