000			01683nam a2200181Ia 4500
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040			_cLDD
100			_aZhou, Ran
245		0	_aDual-process modeling of sequential decision making in the balloon analogue risk task
260			_aAmherst _bElsevier _c2024
490			_aCognitive Psychology _v149
500			_aPeople are often faced with repeated risky decisions that involve uncertainty. In sequential risk-taking tasks, like the Balloon Analogue Risk Task (BART), the underlying decision process is not yet fully understood. Dual-process theory proposes that human cognition involves two main families of processes, often referred to as System 1 (fast and automatic) and System 2 (slow and conscious). We cross models of the BART with different architectures of the two systems to yield a pool of computational dual-process models that are evaluated on multiple performance measures (e.g., parameter identifiability, model recovery, and predictive accuracy). Results show that the best-performing model configuration assumes the two systems are competitively connected, an evaluation process based on the Scaled Target Learning model of the BART, and an assessment rate that incorporates sensitivity to the trial number, pumping opportunity, and bias to engage in System 1. Findings also shed light on how modeling choices and response times in a dual-process framework can benefit our understanding of sequential risk-taking behavior.
650			_aPsychology
700			_aPitt, Mark A.
856			_uhttps://www.sciencedirect.com/science/article/abs/pii/S0010028523000877
942			_cARTICLES
999			_c174798 _d174798