A Multivariate Multilevel Approach to the Modeling of Accuracy and Speed of Test Takers

Response times on test items are easily collected in modern computerized testing. When collecting both (binary) responses and (continuous) response times on test items, it is possible to measure the accuracy and speed of test takers. To study the relationships between these two constructs, the model is extended with a multivariate multilevel regression structure which allows the incorporation of covariates to explain the variance in speed and accuracy between individuals and groups of test takers. A Bayesian approach with Markov chain Monte Carlo (MCMC) computation enables straightforward estimation of all model parameters. Model-specific implementations of a Bayes factor (BF) and deviance information criterium (DIC) for model selection are proposed which are easily calculated as byproducts of the MCMC computation. Both results from simulation studies and real-data examples are given to illustrate several novel analyses possible with this modeling framework. The authors thank Steven Wise, James Madison University, and Pere Joan Ferrando, Universitat Rovira i Virgili, for generously making available their data sets for the empirical examples in this paper.     

Health-Related Risk Perception and Decision-Making: Lessons from the Study of Motives in Social Psychology

Much research in the decision sciences has shown that risk perception and decision-making are influenced not only by cognitive processes – such as the use of statistical 'rules of thumb'– but also by motives such as loss aversion, ambiguity aversion, and regret aversion. The field of social psychology has long been interested in a variety of motives that influence self-judgment, social perception, and interpersonal relations. These include, among others, self-enhancement, social comparison, predictability/control, favorable self-presentation, effective resource management, preparedness for bad news, goal attainment, and existential meaning. We suggest that more attention to these motives would greatly strengthen our understanding of how people think about risk and how they make decisions. In this article, we consider the influence of motives on risk perception and decision-making in the context of health outcomes. We argue that theories relating to these various motives (e.g., social comparison theory) can be greatly enhanced by testing them in the context of health-related risk perception and decision-making.     

The influence of multiple readings on the missing-letter effect revisited

In searching for a target letter while reading, participants make more omissions when the target letter is embedded in frequent function words than when it is embedded in less frequent content words. According to the guidance-organization (GO) model, this occurs because high-frequency function words are processed faster than low-frequency content words, leaving less time available for letter processing. We tested this hypothesis in three experiments by increasing word-processing speed through text repetition, which should translate into higher omission rates. Participants either read the text and searched for the target letter once or read the text three times and searched for a target letter on all readings or the final reading only. In all the experiments in which participants could not anticipate the target letter to be used, results revealed the presence of a large missing-letter effect that was unaffected by familiarity with the text. In addition, when participants knew from the start the target letter to be used on the final reading, the missing-letter effect was eliminated. Repeated search of the same text for different targets increased omissions equally for function words and content words, but this finding was present even when a new text was used, suggesting that repetition of the search task, rather than familiarity with the text, was responsible.     

The relationship of life event stress and working memory capacity

The relationship between life stress and working memory capacity (WM) was examined in three studies. Participants with more life event stress performed more poorly on Turner and Engle's ( 1989 ) operation‐word span WM task, and this impairment was more pronounced on longer operations. Life event stress also predicted intrusion errors. Finally, self‐reports of intrusive and avoidant thinking predicted functional WM capacity as did the recency of negative life events. The results are interpreted using a limited capacity model of WM in which cognitive representations of stressful life events compete with task demands for attentional resources. Copyright © 2001 John Wiley & Sons, Ltd.     

A systems analysis of a failure to test the effectiveness of waiting-list group therapy.

This nonexperimental effectiveness study attempted to evaluate the utility of a brief waiting-list group. The setting was a university clinic providing treatment for an inner-city population. Health delivery and staff dynamics made it difficult to conduct clinical research in this treatment-oriented setting. The nonrandom design allowed for patient choice, with few clients attending more than two group sessions, thus decreasing its impact. Managed-care pressures decreased staff cooperation with our research objectives, resulting in very low return rates in testing and follow-up data. A social systems analysis, highlighting staff and institutional ambivalence, is used to understand the failure to adequately test the effectiveness of waiting-list group therapy. Recommendations are offered to investigators who contemplate conducting clinical research with limited resources.     

Maintaining Positive Self-Evaluations: Reducing Attention to Diagnostic but Unfavorable Social Comparison Information When General Self-Regard Is Salient

We predicted that when (1) people are faced with diagnostic but personally challenging social comparison information in a domain, and (2) their self-regard is salient, they will be less likely to use the comparison information when judging their standing in the domain (making the judgment less inductive). Participants in Study 1 estimated their standing on risk factors for two health problems, and some did so after their self-regard was made salient. Moreover, some received information (about their peers' standing on these risk factors) that challenged participants' self-serving comparative beliefs. As expected, estimates of personal risk factor standing among high self-regard salience/comparison information participants were less correlated with similar estimates collected 2 months earlier, suggesting the estimates had become less inductive. There was also tentative evidence that, in this condition, self-esteem played a greater role in constructing these estimates. In Study 2, participants were led to believe that their comparative standing on risk factors was better than it actually was, and in this case, they were more likely to use this information when making self-judgments about their personal risk. Evidently, the extent to which people use diagnostic comparison information inductively when making self-inferences depends on the favorability of that information.     

Multisensory prior entry.

Despite 2 centuries of research, the question of whether attending to a sensory modality speeds the perception of stimuli in that modality has yet to be resolved. The authors highlight weaknesses inherent in this previous research and report the results of 4 experiments in which a novel methodology was used to investigate the effects on temporal order judgments (TOJs) of attending to a particular sensory modality or spatial location. Participants were presented with pairs of visual and tactile stimuli from the left and/or right at varying stimulus onset asynchronies and were required to make unspeeded TOJs regarding which stimulus appeared first. The results provide the strongest evidence to date for the existence of multisensory prior entry and support previous claims for attentional biases toward the visual modality and toward the right side of space. These findings have important implications for studies in many areas of human and animal cognition.     

Self-discrepancies and emotional vulnerability: how magnitude, accessibility, and type of discrepancy influence affect

Two studies examined whether the type of emotional change experienced by individuals is influenced by the magnitude and accessibility of the different types of self-discrepancies they possess. In both studies, subjects filled out a measure of self-discrepancy a few weeks prior to the experimental session. Subjects were asked to list up to 10 attributes each for different self-states--their actual self, their ideal self (their own or others' hopes and goals for them), and their ought self (their own or others' beliefs about their duty and obligations). Magnitude of self-discrepancy was calculated by comparing the attributes in the actual self to the attributes in either the ideal self or the ought self, with the total number of attribute pairs that matched being subtracted from the total number of attribute pairs that mismatched. In Study 1, subjects were asked to imagine either a positive event or a negative event and were then given a mood measure and a writing-speed task. Subjects with a predominant actual:ideal discrepancy felt more dejected (e.g., sad) and wrote more slowly in the negative event condition than in the positive event condition, whereas subjects with a predominant actual:ought discrepancy, if anything, felt more agitated (e.g., afraid) and wrote more quickly in the negative event condition. In Study 2, subjects were selected who were either high in both kinds of discrepancies or low in both. Half of the subjects in each group were asked to discuss their own and their parents' hopes and goals for them (ideal priming), and the other half were asked to discuss their own and their parents' beliefs concerning their duty and obligations (ought priming). For high-discrepancy subjects, but not low-discrepancy subjects, ideal priming increased their dejection whereas ought priming increased their agitation. The implications of these findings for identifying cognitive-motivational factors that may serve as vulnerability markers for emotional problems is discussed.     

The clinical vignette: Use in teaching and evaluation of group therapists

This paper describes the use of a written vignette as an aid in teaching group psychotherapy. Educators can determine in advance their expectations of the students' understanding of the vignette. Trainees evaluate the salient data, recognize patients' and therapist's contributions to the process, and conceptualize at three levels: intrapsychic, interpersonal and group-as-a-whole. This method supplements the usual training methods, and offers information about both the individual student and the entire class. This approach has an advantage of enabling educators to assess students in a relatively standardized fashion.