Sources of metacognitive inefficiency

M Shekhar, D Rahnev - Trends in Cognitive Sciences, 2021 - cell.com
Confidence judgments are typically less informative about one's accuracy than they could
be; a phenomenon we call metacognitive inefficiency. We review the existence of different …

A generalized, likelihood-free method for posterior estimation

BM Turner, PB Sederberg - Psychonomic bulletin & review, 2014 - Springer
Recent advancements in Bayesian modeling have allowed for likelihood-free posterior
estimation. Such estimation techniques are crucial to the understanding of simulation-based …

Suboptimality in perceptual decision making

D Rahnev, RN Denison - Behavioral and brain sciences, 2018 - cambridge.org
Human perceptual decisions are often described as optimal. Critics of this view have argued
that claims of optimality are overly flexible and lack explanatory power. Meanwhile …

A signal detection theoretic approach for estimating metacognitive sensitivity from confidence ratings

B Maniscalco, H Lau - Consciousness and cognition, 2012 - Elsevier
How should we measure metacognitive (“type 2”) sensitivity, ie the efficacy with which
observers' confidence ratings discriminate between their own correct and incorrect stimulus …

[图书][B] Detection theory: A user's guide

MJ Hautus, NA Macmillan, CD Creelman - 2021 - taylorfrancis.com
Detection Theory: A User's Guide is an introduction to one of the most important tools for the
analysis of data where choices must be made and performance is not perfect. In these …

The confidence database

D Rahnev, K Desender, ALF Lee, WT Adler… - Nature human …, 2020 - nature.com
Understanding how people rate their confidence is critical for the characterization of a wide
range of perceptual, memory, motor and cognitive processes. To enable the continued …

Confidence leak in perceptual decision making

D Rahnev, A Koizumi, LY McCurdy… - Psychological …, 2015 - journals.sagepub.com
People live in a continuous environment in which the visual scene changes on a slow
timescale. It has been shown that to exploit such environmental stability, the brain creates a …

The nature of metacognitive inefficiency in perceptual decision making.

M Shekhar, D Rahnev - Psychological review, 2021 - psycnet.apa.org
Humans have the metacognitive ability to judge the accuracy of their own decisions via
confidence ratings. A substantial body of research has demonstrated that human …

Signal Detection Theory Analysis of Type 1 and Type 2 Data: Meta-d′, Response-Specific Meta-d′, and the Unequal Variance SDT Model

B Maniscalco, H Lau - The cognitive neuroscience of metacognition, 2014 - Springer
Previously we have proposed a signal detection theory (SDT) methodology for measuring
metacognitive sensitivity (Maniscalco and Lau, Conscious Cogn 21: 422–430, 2012). Our …

Modeling confidence and response time in recognition memory.

R Ratcliff, JJ Starns - Psychological review, 2009 - psycnet.apa.org
A new model for confidence judgments in recognition memory is presented. In the model,
the match between a single test item and memory produces a distribution of evidence, with …