Post choice information integration as a causal determinant of confidence: Novel data and a computational account

Ahn, 2008, Comparison of decision learning models using the generalization criterion method, Cognitive Science, 32, 1376, 10.1080/03640210802352992 Ariely, 2000, The effects of averaging subjective probability estimates between and within judges, Journal of Experimental Psychology: Applied, 6, 130 Audley, 1960, A stochastic model for individual choice behavior, Psychological Review, 67, 1, 10.1037/h0046438 Baranski, 1994, The calibration and resolution of confidence in perceptual judgments, Perception & Psychophysics, 55, 412, 10.3758/BF03205299 Baranski, 1998, Probing the locus of confidence judgments: Experiments on the time to determine confidence, Journal of Experimental Psychology: Human Perception and Performance, 24, 929 Baranski, 2001, Testing architectures of the decision-confidence relation, Canadian Journal of Experimental Psychology, 55, 195, 10.1037/h0087366 Borenstein, 2011 Botvinick, 2001, Conflict monitoring and cognitive control, Psychological Review, 108, 624, 10.1037/0033-295X.108.3.624 Brainard, 1997, The psychophysics toolbox, Spatial Vision, 10, 433, 10.1163/156856897X00357 Brier, 1950, Verification of forecasts expressed in terms of probability, Monthly Weather Review, 78, 1, 10.1175/1520-0493(1950)078<0001:VOFEIT>2.0.CO;2 Brown, 2008, The simplest complete model of choice response time: Linear ballistic accumulation, Cognitive Psychology, 57, 153, 10.1016/j.cogpsych.2007.12.002 Busemeyer, 2000, Model comparisons and model selections based on generalization criterion methodology, Journal of Mathematical Psychology, 44, 171, 10.1006/jmps.1999.1282 Deneve, 2012, Making decisions with unknown sensory reliability, Frontiers in Neuroscience, 6, 10.3389/fnins.2012.00075 Dobson, 2008 Dougherty, 2001, Integration of the ecological and error models of overconfidence using a multiple-trace memory model, Journal of Experimental Psychology: General, 130, 579, 10.1037/0096-3445.130.4.579 Drugowitsch, 2012, The cost of accumulating evidence in perceptual decision making, The Journal of Neuroscience, 32, 3612, 10.1523/JNEUROSCI.4010-11.2012 Egan, 1959, Operating characteristics determined by binary decisions and by ratings, Journal of Acoustical Society of America, 31, 768, 10.1121/1.1907783 Galvin, 2003, Type 2 tasks in the theory of signal detectability: Discrimination between correct and incorrect decisions, Psychonomic Bulletin & Review, 10, 843, 10.3758/BF03196546 Garrett, 1922, A study of the relation of accuracy to speed, Archives of Psychology, 56, 1 Gold, 2007, The neural basis of decision making, Annual Review of Neuroscience, 30, 535, 10.1146/annurev.neuro.29.051605.113038 Goodman, 1954, Measures of association for cross classifications, Journal of the American Statistical Association, 49, 732 Hawkins, 2015, Revisiting the evidence for collapsing boundaries and urgency signals in perceptual decision-making, The Journal of Neuroscience, 35, 2476, 10.1523/JNEUROSCI.2410-14.2015 Jentzsch, 2009, Why do we slow down after an error? Mechanisms underlying the effects of posterror slowing, The Quarterly Journal of Experimental Psychology, 62, 209, 10.1080/17470210802240655 Johnson, 1939, Confidence and speed in the two-category judgment, Archives of Psychology, 34, 1 Kepecs, 2008, Neural correlates, computation and behavioural impact of decision confidence, Nature, 455, 227, 10.1038/nature07200 Kiani, 2014, Choice certainty is informed by both evidence and decision time, Neuron, 84, 1329, 10.1016/j.neuron.2014.12.015 Kiani, 2009, Representation of confidence associated with a decision by neurons in the parietal cortex, Science, 324, 759, 10.1126/science.1169405 Kleiner, M., Brainard, D., & Pelli, D. (2007). What’s new in Psychtoolbox-3? Perception 36 ECVP abstract supplement. Koriat, 2012, The self-consistency model of subjective confidence, Psychological Review, 119, 80, 10.1037/a0025648 Laming, 1968 Lichtenstein, 1982, Calibration of probabilities: The state of the art to 1980, 306 Long, 1997 Macmillan, 2005 McCullagh, 1990 Moran, 2014, Optimal decision making in heterogeneous and biased environments, Psychonomic Bulletin & Review Nelson, 1984, A comparison of current measures of the accuracy of feeling-of-knowing predictions, Psychological Bulletin, 95, 109, 10.1037/0033-2909.95.1.109 Nelson, 1990, Metamemory: A theoretical framework and new findings, Psychology of Learning and Motivation, 26, 125, 10.1016/S0079-7421(08)60053-5 Peirce, 1877, Illustrations of the logic of science: The probability of induction, The Popular Science Monthly, 12, 705 Peirce, 1884, On small differences of sensation, Memoirs of the National Academy of Sciences, 3, 73 Pelli, 1997, The VideoToolbox software for visual psychophysics: Transforming numbers into movies, Spatial Vision, 10, 437, 10.1163/156856897X00366 Petrusic, 2003, Judging confidence influences decision processing in comparative judgments, Psychonomic Bulletin & Review, 10, 177, 10.3758/BF03196482 Pike, 1973, Response latency models for signal detection, Psychological Review, 80, 53, 10.1037/h0033871 Pleskac, 2010, Two-stage dynamic signal detection: A theory of choice, decision time, and confidence, Psychological Review, 117, 864, 10.1037/a0019737 Rabbitt, 1966, Errors and error correction in choice-response tasks, Journal of Experimental Psychology, 71, 264, 10.1037/h0022853 Rabbitt, 2002, Consciousness is slower than you think, The Quarterly Journal of Experimental Psychology: Section A, 55, 1081, 10.1080/02724980244000080 Rabbitt, 1981, Processing a display even after you make a response to it. How perceptual errors can be corrected, The Quarterly Journal of Experimental Psychology, 33, 223, 10.1080/14640748108400790 Rae, 2014, The hare and the tortoise: Emphasizing speed can change the evidence used to make decisions, Journal of Experimental Psychology: Learning, Memory & Cognition, 40, 1226 Ratcliff, 1978, Theory of memory retrieval, Psychological Review, 85, 59, 10.1037/0033-295X.85.2.59 Ratcliff, 2008, The diffusion decision model: Theory and data for two-choice decision tasks, Neural Computation, 20, 873, 10.1162/neco.2008.12-06-420 Ratcliff, 2004, A comparison of sequential sampling models for two choice reaction time, Psychological Review, 111, 333, 10.1037/0033-295X.111.2.333 Ratcliff, 2010, Perceptual discrimination in static and dynamic noise: The temporal relation between perceptual encoding and decision making, Journal of Experimental Psychology: General, 139, 70, 10.1037/a0018128 Ratcliff, 2009, Modeling confidence and response time in recognition memory, Psychological Review, 116, 59, 10.1037/a0014086 Ratcliff, 2013, Modeling confidence judgments, response times, and multiple choices in decision making: Recognition memory and motion discrimination, Psychological Review, 120, 697, 10.1037/a0033152 Ratcliff, 2002, Estimating parameters of the diffusion model: Approaches to dealing with contaminant reaction times and parameter variability, Psychonomic Bulletin & Review, 9, 438, 10.3758/BF03196302 Resulaj, 2009, Changes of mind in decision-making, Nature, 461, 263, 10.1038/nature08275 Shadish, 1994, Combining estimates of effect size, 261 Shea, 2014, Supra-personal cognitive control and metacognition, Trends in Cognitive Sciences, 18, 186, 10.1016/j.tics.2014.01.006 Sperling, 1960, The information available in brief visual presentations, Psychological Monographs: General and Applied, 74, 1, 10.1037/h0093759 Squire, 2007, Recognition memory and the medial temporal lobe: A new perspective, Nature Reviews Neuroscience, 8, 872, 10.1038/nrn2154 Stael von Holstein, 1970, Measurement of subjective probability, Acta Psychologica, 34, 146, 10.1016/0001-6918(70)90013-2 Teodorescu, 2013, Disentangling decision models: From independence to competition, Psychological Review, 120, 1, 10.1037/a0030776 Thura, 2012, Decision making by urgency gating: Theory and experimental support, Journal of Neurophysiology, 108, 2912, 10.1152/jn.01071.2011 Townsend, 1983 Usher, 2001, The time course of perceptual choice: The leaky, competing accumulator model, Psychological Review, 108, 550, 10.1037/0033-295X.108.3.550 Usher, 2002, Hick’s law in a stochastic race model with speed–accuracy tradeoff, Journal of Mathematical Psychology, 45, 704, 10.1006/jmps.2002.1420 Vandekerckhove, 2007, Fitting the Ratcliff diffusion model to experimental data, Psychonomic Bulletin & Review, 14, 1011, 10.3758/BF03193087 Vandekerckhove, 2008, Diffusion model analysis with MATLAB: A DMAT primer, Behavior Research Methods, 40, 61, 10.3758/BRM.40.1.61 Van Zandt, 2004, Response reversals in recognition memory, Journal of Experimental Psychology: Learning, Memory, and Cognition, 30, 1147 Vickers, 1979 Vickers, 2001, Where does the balance of evidence lie with respect to confidence?, 148 Vickers, 1982, Effects of alternating set for speed or accuracy on response time, accuracy and confidence in a unidimensional discrimination task, Acta Psychologica, 50, 179, 10.1016/0001-6918(82)90006-3 Volkman, 1934, The relation of the time of judgment to the certainty of judgment, Psychological Bulletin, 31, 672 Wald, 1948, Optimum character of the sequential probability ratio test, The Annals of Mathematical Statistics, 19, 326, 10.1214/aoms/1177730197 Wallsten, 1997, Evaluating and combining subjective probability estimates, Journal of Behavioral Decision Making, 10, 243, 10.1002/(SICI)1099-0771(199709)10:3<243::AID-BDM268>3.0.CO;2-M Yates, 1990 Yates, 1985, Conditional distribution analyses of probabilistic forecasts, Journal of Forecasting, 4, 61, 10.1002/for.3980040110 Yeung, 2012, Metacognition in human decision-making: Confidence and error monitoring, Philosophical Transactions of the Royal Society B: Biological Sciences, 367, 1310, 10.1098/rstb.2011.0416 Zakay, 1998, Choice latency times as determinants of post-decisional confidence, Acta Psychologica, 98, 103, 10.1016/S0001-6918(97)00037-1 Zylberberg, 2012, The construction of confidence in a perceptual decision, Frontiers in Integrative Neuroscience, 6, 1, 10.3389/fnint.2012.00079