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  1. The physics of optimal decision making: A formal analysis of models of performance in two-alternative forced-choice tasks.Rafal Bogacz, Eric Brown, Jeff Moehlis, Philip Holmes & Jonathan D. Cohen - 2006 - Psychological Review 113 (4):700-765.
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  • Subjective measures of unconscious knowledge.Z. Dienes - 2008 - In Rahul Banerjee & Bikas K. Chakrabarti (eds.), Models of brain and mind: physical, computational, and psychological approaches. Boston: Elsevier.
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  • The comparative psychology of uncertainty monitoring and metacognition.J. Smith, W. Shields & D. Washburn - 2003 - Behavioral and Brain Sciences 26 (3):317-339.
    Researchers have begun to explore animals' capacities for uncertainty monitoring and metacognition. This exploration could extend the study of animal self-awareness and establish the relationship of self-awareness to other-awareness. It could sharpen descriptions of metacognition in the human literature and suggest the earliest roots of metacognition in human development. We summarize research on uncertainty monitoring by humans, monkeys, and a dolphin within perceptual and metamemory tasks. We extend phylogenetically the search for metacognitive capacities by considering studies that have tested less (...)
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  • Measuring consciousness: Is one measure better than the other?Kristian Sandberg, Bert Timmermans, Morten Overgaard & Axel Cleeremans - 2010 - Consciousness and Cognition 19 (4):1069-1078.
    What is the best way of assessing the extent to which people are aware of a stimulus? Here, using a masked visual identification task, we compared three measures of subjective awareness: The Perceptual Awareness Scale , through which participants are asked to rate the clarity of their visual experience; confidence ratings , through which participants express their confidence in their identification decisions, and Post-decision wagering , in which participants place a monetary wager on their decisions. We conducted detailed explorations of (...)
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  • Modeling confidence and response time in recognition memory.Roger Ratcliff & Jeffrey J. Starns - 2009 - Psychological Review 116 (1):59-83.
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  • Two-stage dynamic signal detection: A theory of choice, decision time, and confidence.Timothy J. Pleskac & Jerome R. Busemeyer - 2010 - Psychological Review 117 (3):864-901.
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  • A signal detection theoretic approach for estimating metacognitive sensitivity from confidence ratings.Brian Maniscalco & Hakwan Lau - 2012 - Consciousness and Cognition 21 (1):422-430.
    How should we measure metacognitive sensitivity, i.e. the efficacy with which observers’ confidence ratings discriminate between their own correct and incorrect stimulus classifications? We argue that currently available methods are inadequate because they are influenced by factors such as response bias and type 1 sensitivity . Extending the signal detection theory approach of Galvin, Podd, Drga, and Whitmore , we propose a method of measuring type 2 sensitivity that is free from these confounds. We call our measure meta-d′, which reflects (...)
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  • Subjective discriminability of invisibility: A framework for distinguishing perceptual and attentional failures of awareness.Ryota Kanai, Vincent Walsh & Chia-Huei Tseng - 2010 - Consciousness and Cognition 19 (4):1045-1057.
    Conscious visual perception can fail in many circumstances. However, little is known about the causes and processes leading to failures of visual awareness. In this study, we introduce a new signal detection measure termed subjective discriminability of invisibility that allows one to distinguish between subjective blindness due to reduction of sensory signals or to lack of attentional access to sensory signals. The SDI is computed based upon subjective confidence in reporting the absence of a target . Using this new measure, (...)
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  • Effects of loss aversion on post-decision wagering: Implications for measures of awareness.Stephen M. Fleming & Raymond J. Dolan - 2010 - Consciousness and Cognition 19 (1):352-363.
    Wagering contingent on a previous decision, or post-decision wagering, has recently been proposed to measure conscious awareness. Whilst intuitively appealing, it remains unclear whether economic context interacts with subjective confidence and how such interactions might impact on the measurement of awareness. Here we propose a signal detection model which predicts that advantageous wagers placed on the identity of preceding stimuli are affected by loss aversion, despite stimulus visibility remaining constant. This pattern of predicted results was evident in a psychophysical task (...)
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  • Gambling on the unconscious: A comparison of wagering and confidence ratings as measures of awareness in an artificial grammar task☆.Zoltán Dienes & Anil Seth - 2010 - Consciousness and Cognition 19 (2):674-681.
    We explore three methods for measuring the conscious status of knowledge using the artificial grammar learning paradigm. We show wagering is no more sensitive to conscious knowledge than simple verbal confidence reports but is affected by risk aversion. When people wager rather than give verbal confidence they are less ready to indicate high confidence. We introduce a “no-loss gambling” method which is insensitive to risk aversion. We show that when people are just as ready to bet on a genuine random (...)
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  • Elementary Signal Detection Theory.Thomas D. Wickens - 2001 - Oxford University Press USA.
    Detection theory has been applied to a host of varied problems (for example, measuring the accuracy of diagnostic systems or reliability of lie detection tests) and extends far beyond the detection of signals. This book is a primer on the subject.
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  • Exact and Approximate Arithmetic in an Amazonian Indigene Group.Pierre Pica, Cathy Lemer, Véronique Izard & Stanislas Dehaene - 2004 - Science 306 (5695):499-503.
    Is calculation possible without language? Or is the human ability for arithmetic dependent on the language faculty? To clarify the relation between language and arithmetic, we studied numerical cognition in speakers of Mundurukú, an Amazonian language with a very small lexicon of number words. Although the Mundurukú lack words for numbers beyond 5, they are able to compare and add large approximate numbers that are far beyond their naming range. However, they fail in exact arithmetic with numbers larger than 4 (...)
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