Two decades of research conducted to date has examined selective visual attention to threat and reward stimuli as a function of individual differences in anxiety using the dot-probe task. The present study tests a connectionist neural-network model of meta-analytic and key individual study results derived from this literature. Attentional bias for threatening and reward-related stimuli is accounted for by connectionist model implementation of the following clinical psychology and affective neuroscience principles: 1) affective learning and temperament, 2) state and trait anxiety, 3) intensity appraisal, 4) affective chronometry, 5) attentional control, and 6) selective attention training. Theoretical implications for the study of mood and anxiety disorders are discussed.Key Words: Dot-Probe Task, Selective Attention, Threat, Reward, Anxiety, Depression, Connectionism, Neural Network, Amygdala.
A C C E P T E D M A N U S C R I P T ACCEPTED MANUSCRIPTSelective Attention for Reward & Threat 3
Selective Attention to Threat versus Reward:
Meta-analysis and Neural-Network Modeling of the Dot-Probe TaskTheoretical constructs and research methodologies derived from cognitive psychology figure prominently in current emotion research, including investigations into the nature and function of anxiety. For example, cognitive researchers have been studying how individuals visually attend to threatening stimuli, and how between-subject variability in the functioning of attentional systems may correlate with individual differences in anxiety-related traits and disorders (e.g., Williams, Watts, MacLeod, & Matthews, 1997).Evolutionary models of emotion and attention hypothesize that nature may have programmed the visual-attention system to attend selectively to stimuli of biological significance, including both to cues of possible impending threat (e.g., predators), on the one hand, and to cues of potential reinforcement-reward value (e.g., food, mates), on the other (e.g., LeDoux, 1996;Panksepp, 1998;Rolls, 1999). Attentional mechanisms procuring the rapid detection of sources of potential environmental threat are therefore presumed to afford an obvious survival-facilitating mechanism (A. Mathews & Mackintosh, 1998;A. Mathews, Mackintosh, & Fulcher, 1997;. However, an equally integral attentional function to the biological fitness of organisms is to orient toward stimuli of potential reward-value in their environments (Panksepp, 1998;Rolls, 1999).It may be that reward-and threat-detection are performed by distinct attentional systems 1 . Specifically, threat detection attentional mechanisms may represent secondary interrupt programs that continuously perform a background analysis of stimuli regarding their likelihood of representing a source of danger, attaining foreground and conscious significance only to the extent that this analysis results in the detection of relatively significant sources of danger (e.g., LeDoux, 1996). Otherwise, the default and primary orientation of attention may be toward reward-relevant stimuli...