Flexibility of Timescales of Evidence Evaluation for Decision Making
To understand the neural mechanisms that support decision making, it is critical to characterize the timescale of evidence evaluation. Recent work has shown that subjects can adaptively adjust the timescale of evidence evaluation across blocks of trials depending on context [1]. However, it’s curren...
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Published in | Current biology Vol. 29; no. 12; pp. 2091 - 2097.e4 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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Elsevier Ltd
17.06.2019
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Abstract | To understand the neural mechanisms that support decision making, it is critical to characterize the timescale of evidence evaluation. Recent work has shown that subjects can adaptively adjust the timescale of evidence evaluation across blocks of trials depending on context [1]. However, it’s currently unknown if adjustments to evidence evaluation occur online during deliberations based on a single stream of evidence. To examine this question, we employed a change-detection task in which subjects report their level of confidence in judging whether there has been a change in a stochastic auditory stimulus. Using a combination of psychophysical reverse correlation analyses and single-trial behavioral modeling, we compared the time period over which sensory information has leverage on detection report choices versus confidence. We demonstrate that the length of this period differs on separate sets of trials based on what’s being reported. Surprisingly, confidence judgments on trials with no detection report are influenced by evidence occurring earlier than the time period of influence for detection reports. Our findings call into question models of decision formation involving static parameters that yield a singular timescale of evidence evaluation and instead suggest that the brain represents and utilizes multiple timescales of evidence evaluation during deliberation.
•Individuals can flexibly adjust the timescale of evaluation of past evidence•Evidence evaluation depends on the type of decision in a change-detection task•Evidence evaluation differs for detection and confidence when no detect report occurs•Confidence of no change depends on longer timescales than change detection
Evidence evaluation helps to guide decision making. Ganupuru et al. show that individuals can flexibly adjust the timescale of evaluation of past evidence depending on the type of decision they make. In particular, timescales of evaluation are markedly shorter for change-detection reports than for confidence judgments in which no change has occurred. |
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AbstractList | To understand the neural mechanisms that support decision making, it is critical to characterize the timescale of evidence evaluation. Recent work has shown that subjects can adaptively adjust the timescale of evidence evaluation across blocks of trials depending on context [
1
]. However, it’s currently unknown if adjustments to evidence evaluation occur online during deliberations based on a single stream of evidence. To examine this question we employed a change detection task in which subjects report their level of confidence in judging whether or not there has been a change in a stochastic auditory stimulus. Using a combination of psychophysical reverse correlation analyses and single-trial behavioral modeling, we compared the time period over which sensory information has leverage on detection report choices versus confidence. We demonstrate that the length of this period differs on separate sets of trials based on what’s being reported. Surprisingly, confidence judgments on trials with no detection report are influenced by evidence occurring earlier than the time period of influence for detection reports. Our findings call into question models of decision formation involving static parameters that yield a singular timescale of evidence evaluation and instead suggest that the brain represents and utilizes multiple timescales of evidence evaluation during deliberation. To understand the neural mechanisms that support decision making, it is critical to characterize the timescale of evidence evaluation. Recent work has shown that subjects can adaptively adjust the timescale of evidence evaluation across blocks of trials depending on context [1]. However, it's currently unknown if adjustments to evidence evaluation occur online during deliberations based on a single stream of evidence. To examine this question, we employed a change-detection task in which subjects report their level of confidence in judging whether there has been a change in a stochastic auditory stimulus. Using a combination of psychophysical reverse correlation analyses and single-trial behavioral modeling, we compared the time period over which sensory information has leverage on detection report choices versus confidence. We demonstrate that the length of this period differs on separate sets of trials based on what's being reported. Surprisingly, confidence judgments on trials with no detection report are influenced by evidence occurring earlier than the time period of influence for detection reports. Our findings call into question models of decision formation involving static parameters that yield a singular timescale of evidence evaluation and instead suggest that the brain represents and utilizes multiple timescales of evidence evaluation during deliberation.To understand the neural mechanisms that support decision making, it is critical to characterize the timescale of evidence evaluation. Recent work has shown that subjects can adaptively adjust the timescale of evidence evaluation across blocks of trials depending on context [1]. However, it's currently unknown if adjustments to evidence evaluation occur online during deliberations based on a single stream of evidence. To examine this question, we employed a change-detection task in which subjects report their level of confidence in judging whether there has been a change in a stochastic auditory stimulus. Using a combination of psychophysical reverse correlation analyses and single-trial behavioral modeling, we compared the time period over which sensory information has leverage on detection report choices versus confidence. We demonstrate that the length of this period differs on separate sets of trials based on what's being reported. Surprisingly, confidence judgments on trials with no detection report are influenced by evidence occurring earlier than the time period of influence for detection reports. Our findings call into question models of decision formation involving static parameters that yield a singular timescale of evidence evaluation and instead suggest that the brain represents and utilizes multiple timescales of evidence evaluation during deliberation. To understand the neural mechanisms that support decision making, it is critical to characterize the timescale of evidence evaluation. Recent work has shown that subjects can adaptively adjust the timescale of evidence evaluation across blocks of trials depending on context [1]. However, it's currently unknown if adjustments to evidence evaluation occur online during deliberations based on a single stream of evidence. To examine this question, we employed a change-detection task in which subjects report their level of confidence in judging whether there has been a change in a stochastic auditory stimulus. Using a combination of psychophysical reverse correlation analyses and single-trial behavioral modeling, we compared the time period over which sensory information has leverage on detection report choices versus confidence. We demonstrate that the length of this period differs on separate sets of trials based on what's being reported. Surprisingly, confidence judgments on trials with no detection report are influenced by evidence occurring earlier than the time period of influence for detection reports. Our findings call into question models of decision formation involving static parameters that yield a singular timescale of evidence evaluation and instead suggest that the brain represents and utilizes multiple timescales of evidence evaluation during deliberation. To understand the neural mechanisms that support decision making, it is critical to characterize the timescale of evidence evaluation. Recent work has shown that subjects can adaptively adjust the timescale of evidence evaluation across blocks of trials depending on context [1]. However, it’s currently unknown if adjustments to evidence evaluation occur online during deliberations based on a single stream of evidence. To examine this question, we employed a change-detection task in which subjects report their level of confidence in judging whether there has been a change in a stochastic auditory stimulus. Using a combination of psychophysical reverse correlation analyses and single-trial behavioral modeling, we compared the time period over which sensory information has leverage on detection report choices versus confidence. We demonstrate that the length of this period differs on separate sets of trials based on what’s being reported. Surprisingly, confidence judgments on trials with no detection report are influenced by evidence occurring earlier than the time period of influence for detection reports. Our findings call into question models of decision formation involving static parameters that yield a singular timescale of evidence evaluation and instead suggest that the brain represents and utilizes multiple timescales of evidence evaluation during deliberation. •Individuals can flexibly adjust the timescale of evaluation of past evidence•Evidence evaluation depends on the type of decision in a change-detection task•Evidence evaluation differs for detection and confidence when no detect report occurs•Confidence of no change depends on longer timescales than change detection Evidence evaluation helps to guide decision making. Ganupuru et al. show that individuals can flexibly adjust the timescale of evaluation of past evidence depending on the type of decision they make. In particular, timescales of evaluation are markedly shorter for change-detection reports than for confidence judgments in which no change has occurred. |
Author | Goldring, Adam B. Ganupuru, Preetham Harun, Rashed Hanks, Timothy D. |
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BackLink | https://www.ncbi.nlm.nih.gov/pubmed/31178325$$D View this record in MEDLINE/PubMed |
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CitedBy_id | crossref_primary_10_7554_eLife_82823 crossref_primary_10_3389_fnins_2020_00826 crossref_primary_10_1038_s41598_021_92470_y crossref_primary_10_3389_fncir_2020_615626 crossref_primary_10_7554_eLife_61277 crossref_primary_10_7554_eLife_70263 crossref_primary_10_1016_j_jmp_2023_102815 crossref_primary_10_1177_03010066221123149 crossref_primary_10_1016_j_cobeha_2021_03_003 crossref_primary_10_1162_jocn_a_02101 crossref_primary_10_1152_jn_00462_2020 crossref_primary_10_1016_j_cophys_2020_04_006 |
Cites_doi | 10.7554/eLife.02260 10.1016/j.neuron.2016.12.003 10.1038/nn.3279 10.1098/rstb.2011.0416 10.1523/JNEUROSCI.4010-11.2012 10.1037/a0019737 10.1523/JNEUROSCI.0797-14.2015 10.1101/sqb.2014.79.024893 10.1016/j.cub.2013.04.039 10.1038/nn.4240 10.1016/j.neuron.2015.12.027 10.1152/jn.00274.2015 10.1162/NECO_a_00957 10.1038/s41467-018-06561-y 10.1016/j.cogpsych.2015.01.002 10.1523/JNEUROSCI.4761-07.2008 10.1098/rstb.2012.0037 10.1037/rev0000045 10.1523/JNEUROSCI.4622-11.2012 10.1038/nn.2123 10.1038/nn.3862 10.1016/j.neuron.2014.07.011 10.1016/j.neuron.2008.12.012 10.1016/j.neuron.2014.12.015 10.1016/j.cobeha.2016.06.008 10.1037/rev0000019 10.3389/fnint.2012.00079 10.1016/j.neuroimage.2014.11.036 10.1146/annurev-vision-111815-114511 10.1073/pnas.0709794104 10.1038/nn.2752 10.1016/j.neuron.2016.03.025 10.7554/eLife.08825 10.1162/NECO_a_00864 10.1073/pnas.1121084109 10.1016/j.neuron.2017.06.013 10.7554/eLife.12192 10.1038/s41467-018-05797-y 10.1038/s41562-017-0139 10.1152/jn.00071.2017 10.1016/S0896-6273(00)81155-1 10.3389/fneng.2014.00043 10.1126/science.1094765 10.1152/jn.01068.2009 |
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Keywords | audition decision making confidence change detection evidence evaluation psychophysics timescale cognitive flexibility behavioral modeling human |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Conceptualization, T.D.H., P.G., R.H., A.B.G.; Methodology, T.D.H., P.G., R.H., A.B.G.; Software, T.D.H., P.G., R.H., A.B.G.; Validation, R.H.; Formal Analysis, T.D.H., P.G., R.H.; Investigation, T.D.H., P.G., R.H., A.B.G.; Resources, T.D.H.; Data Curation, T.D.H., P.G., R.H., A.B.G.; Writing -- Original Draft, T.D.H., P.G., R.H., A.B.G.; Writing -- Review and Editing, T.D.H., P.G., R.H., A.B.G.; Visualization, T.D.H., P.G., R.H., A.B.G.; Supervision, T.D.H., P.G., R.H., A.B.G.; Funding Acquisition, T.D.H. Equal contribution Author Contributions Lead contact |
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References | De Martino, Fleming, Garrett, Dolan (bib12) 2013; 16 Radillo, Veliz-Cuba, Josić, Kilpatrick (bib28) 2017; 29 Gherman, Philiastides (bib18) 2015; 106 Purcell, Kiani (bib30) 2016; 89 Hanks, Kiani, Shadlen (bib29) 2014; 3 Churchland, Kiani (bib23) 2016; 11 Teichert, Grinband, Ferrera (bib37) 2016; 115 Kepecs, Mainen (bib43) 2012; 367 Moran, Teodorescu, Usher (bib19) 2015; 78 Boldt, Yeung (bib42) 2015; 35 Pleskac, Busemeyer (bib20) 2010; 117 Yeung, Summerfield (bib11) 2012; 367 Sanders, Hangya, Kepecs (bib8) 2016; 90 Churchland, Kiani, Shadlen (bib31) 2008; 11 Merten, Nieder (bib32) 2012; 109 Goldman, Compte, Wang (bib35) 2009 Okazawa, Sha, Purcell, Kiani (bib27) 2018; 9 Hanks, Summerfield (bib10) 2017; 93 Insabato, Pannunzi, Rolls, Deco (bib13) 2010; 104 Fetsch, Kiani, Newsome, Shadlen (bib16) 2014; 83 Ossmy, Moran, Pfeffer, Tsetsos, Usher, Donner (bib1) 2013; 23 Piet, El Hady, Brody (bib4) 2018; 9 Deco, Pérez-Sanagustín, de Lafuente, Romo (bib33) 2007; 104 Glaze, Kable, Gold (bib2) 2015; 4 Zylberberg, Barttfeld, Sigman (bib15) 2012; 6 Sugrue, Corrado, Newsome (bib3) 2004; 304 van den Berg, Anandalingam, Zylberberg, Kiani, Shadlen, Wolpert (bib26) 2016; 5 Kiani, Hanks, Shadlen (bib25) 2008; 28 Pouget, Drugowitsch, Kepecs (bib9) 2016; 19 Johnson, Verma, Sun, Hanks (bib24) 2017; 118 Purcell, Schall, Logan, Palmeri (bib36) 2012; 32 Scott, Constantinople, Akrami, Hanks, Brody, Tank (bib41) 2017; 95 Hangya, Sanders, Kepecs (bib7) 2016; 28 Drugowitsch, Moreno-Bote, Churchland, Shadlen, Pouget (bib14) 2012; 32 Kiani, Corthell, Shadlen (bib17) 2014; 84 Goldman (bib38) 2009; 61 Seung, Lee, Reis, Tank (bib34) 2000; 26 Bernacchia, Seo, Lee, Wang (bib40) 2011; 14 Gold, Stocker (bib5) 2017; 3 Fleming, Daw (bib21) 2017; 124 Sanders, Kepecs (bib44) 2014; 7 Peters, Thesen, Ko, Maniscalco, Carlson, Davidson, Doyle, Kuzniecky, Devinsky, Halgren, Lau (bib22) 2017; 1 Fetsch, Kiani, Shadlen (bib6) 2014; 79 Murray, Bernacchia, Freedman, Romo, Wallis, Cai, Padoa-Schioppa, Pasternak, Seo, Lee, Wang (bib39) 2014; 17 Verdonck, Tuerlinckx (bib45) 2016; 123 Goldman (10.1016/j.cub.2019.05.037_bib35) 2009 Seung (10.1016/j.cub.2019.05.037_bib34) 2000; 26 Ossmy (10.1016/j.cub.2019.05.037_bib1) 2013; 23 Fleming (10.1016/j.cub.2019.05.037_bib21) 2017; 124 Sugrue (10.1016/j.cub.2019.05.037_bib3) 2004; 304 Hanks (10.1016/j.cub.2019.05.037_bib29) 2014; 3 Goldman (10.1016/j.cub.2019.05.037_bib38) 2009; 61 Okazawa (10.1016/j.cub.2019.05.037_bib27) 2018; 9 Gherman (10.1016/j.cub.2019.05.037_bib18) 2015; 106 Drugowitsch (10.1016/j.cub.2019.05.037_bib14) 2012; 32 Sanders (10.1016/j.cub.2019.05.037_bib44) 2014; 7 Kiani (10.1016/j.cub.2019.05.037_bib17) 2014; 84 Kiani (10.1016/j.cub.2019.05.037_bib25) 2008; 28 Radillo (10.1016/j.cub.2019.05.037_bib28) 2017; 29 Purcell (10.1016/j.cub.2019.05.037_bib36) 2012; 32 Piet (10.1016/j.cub.2019.05.037_bib4) 2018; 9 Pouget (10.1016/j.cub.2019.05.037_bib9) 2016; 19 Bernacchia (10.1016/j.cub.2019.05.037_bib40) 2011; 14 Purcell (10.1016/j.cub.2019.05.037_bib30) 2016; 89 Murray (10.1016/j.cub.2019.05.037_bib39) 2014; 17 Yeung (10.1016/j.cub.2019.05.037_bib11) 2012; 367 Moran (10.1016/j.cub.2019.05.037_bib19) 2015; 78 Fetsch (10.1016/j.cub.2019.05.037_bib6) 2014; 79 Boldt (10.1016/j.cub.2019.05.037_bib42) 2015; 35 Sanders (10.1016/j.cub.2019.05.037_bib8) 2016; 90 Kepecs (10.1016/j.cub.2019.05.037_bib43) 2012; 367 De Martino (10.1016/j.cub.2019.05.037_bib12) 2013; 16 Merten (10.1016/j.cub.2019.05.037_bib32) 2012; 109 Deco (10.1016/j.cub.2019.05.037_bib33) 2007; 104 Verdonck (10.1016/j.cub.2019.05.037_bib45) 2016; 123 van den Berg (10.1016/j.cub.2019.05.037_bib26) 2016; 5 Insabato (10.1016/j.cub.2019.05.037_bib13) 2010; 104 Churchland (10.1016/j.cub.2019.05.037_bib31) 2008; 11 Teichert (10.1016/j.cub.2019.05.037_bib37) 2016; 115 Glaze (10.1016/j.cub.2019.05.037_bib2) 2015; 4 Scott (10.1016/j.cub.2019.05.037_bib41) 2017; 95 Gold (10.1016/j.cub.2019.05.037_bib5) 2017; 3 Peters (10.1016/j.cub.2019.05.037_bib22) 2017; 1 Johnson (10.1016/j.cub.2019.05.037_bib24) 2017; 118 Hanks (10.1016/j.cub.2019.05.037_bib10) 2017; 93 Zylberberg (10.1016/j.cub.2019.05.037_bib15) 2012; 6 Churchland (10.1016/j.cub.2019.05.037_bib23) 2016; 11 Hangya (10.1016/j.cub.2019.05.037_bib7) 2016; 28 Fetsch (10.1016/j.cub.2019.05.037_bib16) 2014; 83 Pleskac (10.1016/j.cub.2019.05.037_bib20) 2010; 117 |
References_xml | – volume: 16 start-page: 105 year: 2013 end-page: 110 ident: bib12 article-title: Confidence in value-based choice publication-title: Nat. Neurosci. – volume: 29 start-page: 1561 year: 2017 end-page: 1610 ident: bib28 article-title: Evidence accumulation and change rate inference in dynamic environments publication-title: Neural Comput. – volume: 117 start-page: 864 year: 2010 end-page: 901 ident: bib20 article-title: Two-stage dynamic signal detection: a theory of choice, decision time, and confidence publication-title: Psychol. Rev. – volume: 304 start-page: 1782 year: 2004 end-page: 1787 ident: bib3 article-title: Matching behavior and the representation of value in the parietal cortex publication-title: Science – volume: 93 start-page: 15 year: 2017 end-page: 31 ident: bib10 article-title: Perceptual decision making in rodents, monkeys, and humans publication-title: Neuron – volume: 32 start-page: 3612 year: 2012 end-page: 3628 ident: bib14 article-title: The cost of accumulating evidence in perceptual decision making publication-title: J. Neurosci. – volume: 61 start-page: 621 year: 2009 end-page: 634 ident: bib38 article-title: Memory without feedback in a neural network publication-title: Neuron – volume: 9 start-page: 3479 year: 2018 ident: bib27 article-title: Psychophysical reverse correlation reflects both sensory and decision-making processes publication-title: Nat. Commun. – volume: 89 start-page: 658 year: 2016 end-page: 671 ident: bib30 article-title: Neural mechanisms of post-error adjustments of decision policy in parietal cortex publication-title: Neuron – volume: 4 year: 2015 ident: bib2 article-title: Normative evidence accumulation in unpredictable environments publication-title: eLife – volume: 106 start-page: 134 year: 2015 end-page: 143 ident: bib18 article-title: Neural representations of confidence emerge from the process of decision formation during perceptual choices publication-title: Neuroimage – volume: 17 start-page: 1661 year: 2014 end-page: 1663 ident: bib39 article-title: A hierarchy of intrinsic timescales across primate cortex publication-title: Nat. Neurosci. – volume: 14 start-page: 366 year: 2011 end-page: 372 ident: bib40 article-title: A reservoir of time constants for memory traces in cortical neurons publication-title: Nat. Neurosci. – volume: 109 start-page: 6289 year: 2012 end-page: 6294 ident: bib32 article-title: Active encoding of decisions about stimulus absence in primate prefrontal cortex neurons publication-title: Proc. Natl. Acad. Sci. USA – volume: 95 start-page: 385 year: 2017 end-page: 398.e5 ident: bib41 article-title: Fronto-parietal cortical circuits encode accumulated evidence with a diversity of timescales publication-title: Neuron – volume: 5 start-page: e12192 year: 2016 ident: bib26 article-title: A common mechanism underlies changes of mind about decisions and confidence publication-title: eLife – volume: 26 start-page: 259 year: 2000 end-page: 271 ident: bib34 article-title: Stability of the memory of eye position in a recurrent network of conductance-based model neurons publication-title: Neuron – volume: 19 start-page: 366 year: 2016 end-page: 374 ident: bib9 article-title: Confidence and certainty: distinct probabilistic quantities for different goals publication-title: Nat. Neurosci. – volume: 3 start-page: 227 year: 2017 end-page: 250 ident: bib5 article-title: Visual decision-making in an uncertain and dynamic world publication-title: Annu. Rev. Vis. Sci. – volume: 23 start-page: 981 year: 2013 end-page: 986 ident: bib1 article-title: The timescale of perceptual evidence integration can be adapted to the environment publication-title: Curr. Biol. – volume: 367 start-page: 1322 year: 2012 end-page: 1337 ident: bib43 article-title: A computational framework for the study of confidence in humans and animals publication-title: Philos. Trans. R. Soc. Lond. B Biol. Sci. – volume: 104 start-page: 539 year: 2010 end-page: 547 ident: bib13 article-title: Confidence-related decision making publication-title: J. Neurophysiol. – volume: 124 start-page: 91 year: 2017 end-page: 114 ident: bib21 article-title: Self-evaluation of decision-making: a general Bayesian framework for metacognitive computation publication-title: Psychol. Rev. – volume: 11 start-page: 693 year: 2008 end-page: 702 ident: bib31 article-title: Decision-making with multiple alternatives publication-title: Nat. Neurosci. – volume: 35 start-page: 3478 year: 2015 end-page: 3484 ident: bib42 article-title: Shared neural markers of decision confidence and error detection publication-title: J. Neurosci. – volume: 9 start-page: 4265 year: 2018 ident: bib4 article-title: Rats adopt the optimal timescale for evidence integration in a dynamic environment publication-title: Nat. Commun. – volume: 123 start-page: 208 year: 2016 end-page: 218 ident: bib45 article-title: Factoring out nondecision time in choice reaction time data: Theory and implications publication-title: Psychol. Rev. – volume: 1 start-page: 0139 year: 2017 ident: bib22 article-title: Perceptual confidence neglects decision-incongruent evidence in the brain publication-title: Nat. Hum. Behav. – volume: 115 start-page: 643 year: 2016 end-page: 661 ident: bib37 article-title: The importance of decision onset publication-title: J. Neurophysiol. – volume: 84 start-page: 1329 year: 2014 end-page: 1342 ident: bib17 article-title: Choice certainty is informed by both evidence and decision time publication-title: Neuron – volume: 118 start-page: 2526 year: 2017 end-page: 2536 ident: bib24 article-title: Characterization of decision commitment rule alterations during an auditory change detection task publication-title: J. Neurophysiol. – volume: 28 start-page: 3017 year: 2008 end-page: 3029 ident: bib25 article-title: Bounded integration in parietal cortex underlies decisions even when viewing duration is dictated by the environment publication-title: J. Neurosci. – volume: 90 start-page: 499 year: 2016 end-page: 506 ident: bib8 article-title: Signatures of a statistical computation in the human sense of confidence publication-title: Neuron – volume: 104 start-page: 20073 year: 2007 end-page: 20077 ident: bib33 article-title: Perceptual detection as a dynamical bistability phenomenon: a neurocomputational correlate of sensation publication-title: Proc. Natl. Acad. Sci. USA – volume: 7 start-page: 43 year: 2014 ident: bib44 article-title: A low-cost programmable pulse generator for physiology and behavior publication-title: Front. Neuroeng. – volume: 3 start-page: 1 year: 2014 end-page: 17 ident: bib29 article-title: A neural mechanism of speed-accuracy tradeoff in macaque area LIP publication-title: eLife – volume: 32 start-page: 3433 year: 2012 end-page: 3446 ident: bib36 article-title: From salience to saccades: multiple-alternative gated stochastic accumulator model of visual search publication-title: J. Neurosci. – volume: 28 start-page: 1840 year: 2016 end-page: 1858 ident: bib7 article-title: A mathematical framework for statistical decision confidence publication-title: Neural Comput. – volume: 367 start-page: 1310 year: 2012 end-page: 1321 ident: bib11 article-title: Metacognition in human decision-making: confidence and error monitoring publication-title: Philos. Trans. R. Soc. Lond. B Biol. Sci. – volume: 83 start-page: 797 year: 2014 end-page: 804 ident: bib16 article-title: Effects of cortical microstimulation on confidence in a perceptual decision publication-title: Neuron – start-page: 165 year: 2009 end-page: 178 ident: bib35 article-title: Neural integrator models publication-title: Encyclopedia of Neuroscience – volume: 78 start-page: 99 year: 2015 end-page: 147 ident: bib19 article-title: Post choice information integration as a causal determinant of confidence: Novel data and a computational account publication-title: Cognit. Psychol. – volume: 79 start-page: 185 year: 2014 end-page: 197 ident: bib6 article-title: Predicting the accuracy of a decision: a neural mechanism of confidence publication-title: Cold Spring Harb. Symp. Quant. Biol. – volume: 6 start-page: 79 year: 2012 ident: bib15 article-title: The construction of confidence in a perceptual decision publication-title: Front. Integr. Nuerosci. – volume: 11 start-page: 74 year: 2016 end-page: 80 ident: bib23 article-title: Three challenges for connecting model to mechanism in decision-making publication-title: Curr. Opin. Behav. Sci. – volume: 3 start-page: 1 year: 2014 ident: 10.1016/j.cub.2019.05.037_bib29 article-title: A neural mechanism of speed-accuracy tradeoff in macaque area LIP publication-title: eLife doi: 10.7554/eLife.02260 – volume: 93 start-page: 15 year: 2017 ident: 10.1016/j.cub.2019.05.037_bib10 article-title: Perceptual decision making in rodents, monkeys, and humans publication-title: Neuron doi: 10.1016/j.neuron.2016.12.003 – volume: 16 start-page: 105 year: 2013 ident: 10.1016/j.cub.2019.05.037_bib12 article-title: Confidence in value-based choice publication-title: Nat. Neurosci. doi: 10.1038/nn.3279 – volume: 367 start-page: 1310 year: 2012 ident: 10.1016/j.cub.2019.05.037_bib11 article-title: Metacognition in human decision-making: confidence and error monitoring publication-title: Philos. Trans. R. Soc. Lond. B Biol. Sci. doi: 10.1098/rstb.2011.0416 – volume: 32 start-page: 3612 year: 2012 ident: 10.1016/j.cub.2019.05.037_bib14 article-title: The cost of accumulating evidence in perceptual decision making publication-title: J. Neurosci. doi: 10.1523/JNEUROSCI.4010-11.2012 – volume: 117 start-page: 864 year: 2010 ident: 10.1016/j.cub.2019.05.037_bib20 article-title: Two-stage dynamic signal detection: a theory of choice, decision time, and confidence publication-title: Psychol. Rev. doi: 10.1037/a0019737 – volume: 35 start-page: 3478 year: 2015 ident: 10.1016/j.cub.2019.05.037_bib42 article-title: Shared neural markers of decision confidence and error detection publication-title: J. Neurosci. doi: 10.1523/JNEUROSCI.0797-14.2015 – volume: 79 start-page: 185 year: 2014 ident: 10.1016/j.cub.2019.05.037_bib6 article-title: Predicting the accuracy of a decision: a neural mechanism of confidence publication-title: Cold Spring Harb. Symp. Quant. Biol. doi: 10.1101/sqb.2014.79.024893 – start-page: 165 year: 2009 ident: 10.1016/j.cub.2019.05.037_bib35 article-title: Neural integrator models – volume: 23 start-page: 981 year: 2013 ident: 10.1016/j.cub.2019.05.037_bib1 article-title: The timescale of perceptual evidence integration can be adapted to the environment publication-title: Curr. Biol. doi: 10.1016/j.cub.2013.04.039 – volume: 19 start-page: 366 year: 2016 ident: 10.1016/j.cub.2019.05.037_bib9 article-title: Confidence and certainty: distinct probabilistic quantities for different goals publication-title: Nat. Neurosci. doi: 10.1038/nn.4240 – volume: 89 start-page: 658 year: 2016 ident: 10.1016/j.cub.2019.05.037_bib30 article-title: Neural mechanisms of post-error adjustments of decision policy in parietal cortex publication-title: Neuron doi: 10.1016/j.neuron.2015.12.027 – volume: 115 start-page: 643 year: 2016 ident: 10.1016/j.cub.2019.05.037_bib37 article-title: The importance of decision onset publication-title: J. Neurophysiol. doi: 10.1152/jn.00274.2015 – volume: 29 start-page: 1561 year: 2017 ident: 10.1016/j.cub.2019.05.037_bib28 article-title: Evidence accumulation and change rate inference in dynamic environments publication-title: Neural Comput. doi: 10.1162/NECO_a_00957 – volume: 9 start-page: 4265 year: 2018 ident: 10.1016/j.cub.2019.05.037_bib4 article-title: Rats adopt the optimal timescale for evidence integration in a dynamic environment publication-title: Nat. Commun. doi: 10.1038/s41467-018-06561-y – volume: 78 start-page: 99 year: 2015 ident: 10.1016/j.cub.2019.05.037_bib19 article-title: Post choice information integration as a causal determinant of confidence: Novel data and a computational account publication-title: Cognit. Psychol. doi: 10.1016/j.cogpsych.2015.01.002 – volume: 28 start-page: 3017 year: 2008 ident: 10.1016/j.cub.2019.05.037_bib25 article-title: Bounded integration in parietal cortex underlies decisions even when viewing duration is dictated by the environment publication-title: J. Neurosci. doi: 10.1523/JNEUROSCI.4761-07.2008 – volume: 367 start-page: 1322 year: 2012 ident: 10.1016/j.cub.2019.05.037_bib43 article-title: A computational framework for the study of confidence in humans and animals publication-title: Philos. Trans. R. Soc. Lond. B Biol. Sci. doi: 10.1098/rstb.2012.0037 – volume: 124 start-page: 91 year: 2017 ident: 10.1016/j.cub.2019.05.037_bib21 article-title: Self-evaluation of decision-making: a general Bayesian framework for metacognitive computation publication-title: Psychol. Rev. doi: 10.1037/rev0000045 – volume: 32 start-page: 3433 year: 2012 ident: 10.1016/j.cub.2019.05.037_bib36 article-title: From salience to saccades: multiple-alternative gated stochastic accumulator model of visual search publication-title: J. Neurosci. doi: 10.1523/JNEUROSCI.4622-11.2012 – volume: 11 start-page: 693 year: 2008 ident: 10.1016/j.cub.2019.05.037_bib31 article-title: Decision-making with multiple alternatives publication-title: Nat. Neurosci. doi: 10.1038/nn.2123 – volume: 17 start-page: 1661 year: 2014 ident: 10.1016/j.cub.2019.05.037_bib39 article-title: A hierarchy of intrinsic timescales across primate cortex publication-title: Nat. Neurosci. doi: 10.1038/nn.3862 – volume: 83 start-page: 797 year: 2014 ident: 10.1016/j.cub.2019.05.037_bib16 article-title: Effects of cortical microstimulation on confidence in a perceptual decision publication-title: Neuron doi: 10.1016/j.neuron.2014.07.011 – volume: 61 start-page: 621 year: 2009 ident: 10.1016/j.cub.2019.05.037_bib38 article-title: Memory without feedback in a neural network publication-title: Neuron doi: 10.1016/j.neuron.2008.12.012 – volume: 84 start-page: 1329 year: 2014 ident: 10.1016/j.cub.2019.05.037_bib17 article-title: Choice certainty is informed by both evidence and decision time publication-title: Neuron doi: 10.1016/j.neuron.2014.12.015 – volume: 11 start-page: 74 year: 2016 ident: 10.1016/j.cub.2019.05.037_bib23 article-title: Three challenges for connecting model to mechanism in decision-making publication-title: Curr. Opin. Behav. Sci. doi: 10.1016/j.cobeha.2016.06.008 – volume: 123 start-page: 208 year: 2016 ident: 10.1016/j.cub.2019.05.037_bib45 article-title: Factoring out nondecision time in choice reaction time data: Theory and implications publication-title: Psychol. Rev. doi: 10.1037/rev0000019 – volume: 6 start-page: 79 year: 2012 ident: 10.1016/j.cub.2019.05.037_bib15 article-title: The construction of confidence in a perceptual decision publication-title: Front. Integr. Nuerosci. doi: 10.3389/fnint.2012.00079 – volume: 106 start-page: 134 year: 2015 ident: 10.1016/j.cub.2019.05.037_bib18 article-title: Neural representations of confidence emerge from the process of decision formation during perceptual choices publication-title: Neuroimage doi: 10.1016/j.neuroimage.2014.11.036 – volume: 3 start-page: 227 year: 2017 ident: 10.1016/j.cub.2019.05.037_bib5 article-title: Visual decision-making in an uncertain and dynamic world publication-title: Annu. Rev. Vis. Sci. doi: 10.1146/annurev-vision-111815-114511 – volume: 104 start-page: 20073 year: 2007 ident: 10.1016/j.cub.2019.05.037_bib33 article-title: Perceptual detection as a dynamical bistability phenomenon: a neurocomputational correlate of sensation publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.0709794104 – volume: 14 start-page: 366 year: 2011 ident: 10.1016/j.cub.2019.05.037_bib40 article-title: A reservoir of time constants for memory traces in cortical neurons publication-title: Nat. Neurosci. doi: 10.1038/nn.2752 – volume: 90 start-page: 499 year: 2016 ident: 10.1016/j.cub.2019.05.037_bib8 article-title: Signatures of a statistical computation in the human sense of confidence publication-title: Neuron doi: 10.1016/j.neuron.2016.03.025 – volume: 4 year: 2015 ident: 10.1016/j.cub.2019.05.037_bib2 article-title: Normative evidence accumulation in unpredictable environments publication-title: eLife doi: 10.7554/eLife.08825 – volume: 28 start-page: 1840 year: 2016 ident: 10.1016/j.cub.2019.05.037_bib7 article-title: A mathematical framework for statistical decision confidence publication-title: Neural Comput. doi: 10.1162/NECO_a_00864 – volume: 109 start-page: 6289 year: 2012 ident: 10.1016/j.cub.2019.05.037_bib32 article-title: Active encoding of decisions about stimulus absence in primate prefrontal cortex neurons publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.1121084109 – volume: 95 start-page: 385 year: 2017 ident: 10.1016/j.cub.2019.05.037_bib41 article-title: Fronto-parietal cortical circuits encode accumulated evidence with a diversity of timescales publication-title: Neuron doi: 10.1016/j.neuron.2017.06.013 – volume: 5 start-page: e12192 year: 2016 ident: 10.1016/j.cub.2019.05.037_bib26 article-title: A common mechanism underlies changes of mind about decisions and confidence publication-title: eLife doi: 10.7554/eLife.12192 – volume: 9 start-page: 3479 year: 2018 ident: 10.1016/j.cub.2019.05.037_bib27 article-title: Psychophysical reverse correlation reflects both sensory and decision-making processes publication-title: Nat. Commun. doi: 10.1038/s41467-018-05797-y – volume: 1 start-page: 0139 year: 2017 ident: 10.1016/j.cub.2019.05.037_bib22 article-title: Perceptual confidence neglects decision-incongruent evidence in the brain publication-title: Nat. Hum. Behav. doi: 10.1038/s41562-017-0139 – volume: 118 start-page: 2526 year: 2017 ident: 10.1016/j.cub.2019.05.037_bib24 article-title: Characterization of decision commitment rule alterations during an auditory change detection task publication-title: J. Neurophysiol. doi: 10.1152/jn.00071.2017 – volume: 26 start-page: 259 year: 2000 ident: 10.1016/j.cub.2019.05.037_bib34 article-title: Stability of the memory of eye position in a recurrent network of conductance-based model neurons publication-title: Neuron doi: 10.1016/S0896-6273(00)81155-1 – volume: 7 start-page: 43 year: 2014 ident: 10.1016/j.cub.2019.05.037_bib44 article-title: A low-cost programmable pulse generator for physiology and behavior publication-title: Front. Neuroeng. doi: 10.3389/fneng.2014.00043 – volume: 304 start-page: 1782 year: 2004 ident: 10.1016/j.cub.2019.05.037_bib3 article-title: Matching behavior and the representation of value in the parietal cortex publication-title: Science doi: 10.1126/science.1094765 – volume: 104 start-page: 539 year: 2010 ident: 10.1016/j.cub.2019.05.037_bib13 article-title: Confidence-related decision making publication-title: J. Neurophysiol. doi: 10.1152/jn.01068.2009 |
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Snippet | To understand the neural mechanisms that support decision making, it is critical to characterize the timescale of evidence evaluation. Recent work has shown... |
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SubjectTerms | Adult audition behavioral modeling change detection cognitive flexibility confidence Decision Making evidence evaluation Female human Humans Judgment Male Psychophysics Time Factors timescale Young Adult |
Title | Flexibility of Timescales of Evidence Evaluation for Decision Making |
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