Age-related differences in diffusion model boundary optimality with both trial-limited and time-limited tasks

In two-choice decision tasks, Starns and Ratcliff (Psychology and Aging 25: 377–390, 2010) showed that older adults are farther from the optimal speed–accuracy trade-off than young adults. They suggested that the age effect resulted from differences in task goals, with young participants focused on balancing speed and accuracy and older participants focused on minimizing errors. We compared speed–accuracy criteria with a standard procedure (blocks that had a fixed numbers of trials) to a condition in which blocks lasted a fixed amount of time and participants were instructed to get as many correct responses as possible within the time limit—a goal that explicitly required balancing speed and accuracy. Fits of the diffusion model showed that criteria differences persisted in the fixed-time condition, suggesting that age differences are not solely based on differences in task goals. Also, both groups produced more conservative criteria in difficult conditions when it would have been optimal to be more liberal.

[1]  R. Ratcliff,et al.  A diffusion model analysis of the effects of aging on letter discrimination. , 2003, Psychology and aging.

[2]  A. D. Fisk,et al.  An individual differences analysis of ability and strategy influences: age-related differences in associative learning. , 2000, Journal of experimental psychology. Learning, memory, and cognition.

[3]  R. Ratcliff,et al.  A diffusion model analysis of the effects of aging in the lexical-decision task. , 2004, Psychology and aging.

[4]  J. Cerella,et al.  Strategy transitions during cognitive skill learning in younger and older adults: Effects of interitem confusability , 2007, Memory & cognition.

[5]  Scott D. Brown,et al.  Cortico-striatal connections predict control over speed and accuracy in perceptual decision making , 2010, Proceedings of the National Academy of Sciences.

[6]  Jonathan D. Cohen,et al.  The physics of optimal decision making: a formal analysis of models of performance in two-alternative forced-choice tasks. , 2006, Psychological review.

[7]  R. Ratcliff,et al.  Estimating parameters of the diffusion model: Approaches to dealing with contaminant reaction times and parameter variability , 2002, Psychonomic bulletin & review.

[8]  John Cerella,et al.  Cognitive skill learning: age-related differences in strategy shifts and speed of component operations. , 2004, Psychology and aging.

[9]  R Ratcliff,et al.  The effects of aging on reaction time in a signal detection task. , 2001, Psychology and aging.

[10]  R. Ratcliff,et al.  A Diffusion Model Analysis of the Effects of Aging on Recognition Memory Journal of Memory and Language , 2003 .

[11]  D. Saklofske,et al.  The Wechsler Adult Intelligence Scale—Third Edition: A Canadian Standardization Study , 1996 .

[12]  J. Myerson,et al.  The information-loss model: a mathematical theory of age-related cognitive slowing. , 1990, Psychological review.

[13]  Jonathan D. Cohen,et al.  The Quarterly Journal of Experimental Psychology Do Humans Produce the Speed–accuracy Trade-off That Maximizes Reward Rate? , 2022 .

[14]  Roger Ratcliff,et al.  Individual differences, aging, and IQ in two-choice tasks , 2010, Cognitive Psychology.

[15]  J. Gold,et al.  Banburismus and the Brain Decoding the Relationship between Sensory Stimuli, Decisions, and Reward , 2002, Neuron.

[16]  Guy Hawkins,et al.  Context Effects in Multi-Alternative Decision Making: Empirical Data and a Bayesian Model , 2012, Cogn. Sci..

[17]  P. Rabbitt How old and young subjects monitor and control responses for accuracy and speed , 1979 .

[18]  S. Folstein,et al.  "Mini-mental state". A practical method for grading the cognitive state of patients for the clinician. , 1975, Journal of psychiatric research.

[19]  R. Ratcliff,et al.  Aging, practice, and perceptual tasks: a diffusion model analysis. , 2006, Psychology and aging.

[20]  R. Ratcliff,et al.  The effects of aging on the speed-accuracy compromise: Boundary optimality in the diffusion model. , 2010, Psychology and aging.

[21]  R. Ratcliff,et al.  A diffusion model analysis of the effects of aging on brightness discrimination , 2003, Perception & psychophysics.

[22]  G. Smith,et al.  Slowness and age: speed-accuracy mechanisms. , 1995, Psychology and aging.

[23]  Andrew M. Saxe,et al.  Acquisition of decision making criteria: reward rate ultimately beats accuracy , 2011, Attention, perception & psychophysics.

[24]  T. Salthouse,et al.  Isolating the age deficit in speeded performance. , 1982, Journal of gerontology.

[25]  A. Baron,et al.  Response slowing of older adults: effects of time-limit contingencies on single- and dual-task performances. , 1989, Psychology and aging.

[26]  Roger Ratcliff,et al.  Effects of aging and IQ on item and associative memory. , 2011, Journal of experimental psychology. General.

[27]  Jonathan D. Cohen,et al.  Reward rate optimization in two-alternative decision making: empirical tests of theoretical predictions. , 2009, Journal of experimental psychology. Human perception and performance.