References
- 1Ackermann, J. F., & Landy, M. S. (2015). Suboptimal decision criteria are predicted by subjectively weighted probabilities and rewards. Attention, Perception & Psychophysics, 77. DOI: 10.3758/s13414-014-0779-z
- 2American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Washington, DC: American Psychiatric Publishing, Inc. DOI: 10.1176/appi.books.9780890425596
- 3Aylward, J., Hales, C., Robinson, E., & Robinson, O. J. (2019). Translating a rodent measure of negative bias into humans: the impact of induced anxiety and unmedicated mood and anxiety disorders. Psychological Medicine, 1–10. DOI: 10.1017/S0033291718004117
- 4Aylward, J., Valton, V., Ahn, W. Y., Bond, R. L., Dayan, P., Roiser, J. P., & Robinson, O. J. (2019). Altered learning under uncertainty in unmedicated mood and anxiety disorders. Nature Human Behavior, 3(10), 1116–1123. DOI: 10.1038/s41562-019-0628-0
- 5Baek, K., Kwon, J., Chae, J.-H., Chung, Y. A., Kralik, J. D., Min, J.-A., … others. (2017). Heightened aversion to risk and loss in depressed patients with a suicide attempt history. Scientific reports, 7(1), 1–13. DOI: 10.1038/s41598-017-10541-5
- 6Balsdon, T., Wyart, V., & Mamassian, P. (2020). Confidence controls perceptual evidence accumulation. Nature communications, 11(1), 1–11. DOI: 10.1038/s41467-020-15561-w
- 7Beck, A. T. (1964). Thinking and depression: II. Theory and therapy. Archives of General Psychiatry, 10(6), 561–571. DOI: 10.1001/archpsyc.1964.01720240015003
- 8Berger, J. O. (1980).
Statistical decision theory and bayesian analysis . Springer Science & Business Media. New York, NY. DOI: 10.1007/978-1-4757-1727-3_4 - 9Busemeyer, J. R., & Myung, I. J. (1992). An adaptive approach to human decision making: Learning theory, decision theory, and human performance. Journal of Experimental Psychology: General, 121(2), 177–194. DOI: 10.1037/0096-3445.121.2.177
- 10Charpentier, C. J., Aylward, J., Roiser, J. P., & Robinson, O. J. (2017). Enhanced risk aversion, but not loss aversion, in unmedicated pathological anxiety. Biological Psychiatry, 81(12), 1014–1022. DOI: 10.1016/j.biopsych.2016.12.010
- 11Choi, D. W., Armitage, R., Brady, L. S., Coetzee, T., Fisher, W., Hyman, S., … Sherer, T. (2016). Medicines for the mind: Policy-based “pull” incentives for creating breakthrough CNS drugs. Neuron, 84(3), 554–563. DOI: 10.1016/j.neuron.2014.10.027
- 12Chung, D., Kadlec, K., Aimone, J. A., McCurry, K., King-Casas, B., & Chiu, P. H. (2017). Valuation in major depression is intact and stable in a non-learning environment. Scientific reports, 7, 44374. DOI: 10.1038/srep44374
- 13Daniel-Watanabe, L., McLaughlin, M., Gormley, S., & Robinson, O. J. (2020). Association between a directly translated cognitive measure of negative bias and self-reported psychiatric symptoms. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. DOI: 10.1016/j.bpsc.2020.02.010
- 14Der-Avakian, A., D’Souza, M. S., Pizzagalli, D. A., & Markou, A. (2013). Assessment of reward responsiveness in the response bias probabilistic reward task in rats: implications for cross-species translational research. Translational Psychiatry, 3,
e297 . DOI: 10.1038/tp.2013.74 - 15Dotan, D., Meyniel, F., & Dehaene, S. (2018). On-line confidence monitoring during decision making. Cognition, 171, 112–121. DOI: 10.1016/j.cognition.2017.11.001
- 16Elliott, R., Sahakian, B. J., McKay, A. P., Herrod, J. J., Robbins, T. W., & Paykel, E. S. (1996). Neuropsychological impairments in unipolar depression: the influence of perceived failure on subsequent performance. Psychological Medicine, 26(5), 975–989. DOI: 10.1017/S0033291700035303
- 17Farashahi, S., Azab, H., Hayden, B., & Soltani, A. (2018). On the flexibility of basic risk attitudes in monkeys. Journal of Neuroscience, 38(18), 4383–4398. DOI: 10.1523/JNEUROSCI.2260-17.2018
- 18Fox, C. R., & Poldrack, R. A. (2009).
Prospect theory and the brain . In P. W. Glimcher, C. F. Camerer, E. Fehr, & R. A. Poldrack (Eds.), Neuroeconomics: Decision making and the brain (pp. 145–173). New York, NY: Elsevier. DOI: 10.1016/B978-0-12-374176-9.00011-7 - 19Green, D. M., & Swets, J. A. (1966). Signal Detection Theory and Psychophysics. New York, NY: Wiley.
- 20Hagura, N., Haggard, P., & Diedrichsen, J. (2017). Perceptual decisions are biased by the cost to act. ELife, 6,
e18422 . DOI: 10.7554/eLife.18422 - 21Halahakoon, D. C., Kieslich, K., O’Driscoll, C., Nair, A., Lewis, G., & Roiser, J. P. (2020). Reward-processing behavior in depressed participants relative to healthy volunteers: A systematic review and meta-analysis. JAMA Psychiatry. DOI: 10.1001/jamapsychiatry.2020.2139
- 22Hertwig, R., & Erev, I. (2009). The description–experience gap in risky choice. Trends in cognitive sciences, 13(12), 517–523. DOI: 10.1016/j.tics.2009.09.004
- 23Hudson, T. E., Maloney, L. T., & Landy, M. S. (2007). Movement Planning With Probabilistic Target Information. Journal of Neurophysiology, 98(5), 3034–3046. DOI: 10.1152/jn.00858.2007
- 24Kahneman, D., & Tversky, A. (1979). Prospect theory: An analysis of decision under risk. Econometrica, 4, 263–291. DOI: 10.2307/1914185
- 25Kilford, E. J., Foulkes, L., Potter, R., Collishaw, S., Thapar, A., & Rice, F. (2015). Affective bias and current, past and future adolescent depression: a familial high risk study. Journal of Affective Disorders, 174, 265–271. DOI: 10.1016/j.jad.2014.11.046
- 26Kraus, N., Niedeggen, M., & Hesselmann, G. (2021). Trait anxiety is linked to increased usage of priors in a perceptual decision making task. Cognition, 206, 104474. DOI: 10.1016/j.cognition.2020.104474
- 27Kubovy, M. (1977). A possible basis for conservatism in signal detection and probabilistic categorization tasks. Perception & Psychophysics, 22(3), 277–281. DOI: 10.3758/BF03199690
- 28Lebreton, M., Langdon, S., Slieker, M. J., Nooitgedacht, J. S., Goudriaan, A. E., Denys, D., … Luigjes, J. (2018). Two sides of the same coin: Monetary incentives concurrently improve and bias confidence judgments. Science Advances, 4(5),
eaaq0668 . DOI: 10.1126/sciadv.aaq0668 - 29Lempert, K. M., Chen, Y. L., & Fleming, S. M. (2015). Relating pupil dilation and metacognitive confidence during auditory decision-making. PLoS One, 10(5),
e0126588 . DOI: 10.1371/journal.pone.0126588 - 30Locke, S. M., Gaffin-Cahn, E., Hosseinizaveh, N., Mamassian, P., & Landy, M. S. (2020). Priors and payoffs in confidence judgments. Attention, Perception, & Psychophysics, 82(6), 3158–3175. DOI: 10.3758/s13414-020-02018-x
- 31Maddox, W. T., & Bohil, C. J. (1998). Base-rate and payoff effects in multidimensional perceptual categorization. Journal of Experimental Psychology: Learning, Memory, and Cognition, 24(6), 1459–1482. DOI: 10.1037/0278-7393.24.6.1459
- 32Maddox, W. T., & Bohil, C. J. (2003). A theoretical framework for understanding the effects of simultaneous base-rate and payoff manipulations on decision criterion learning in perceptual categorization. Journal of Experimental Psychology: Learning, Memory, and Cognition, 29(2), 307–320. DOI: 10.1037/0278-7393.29.2.307
- 33Maloney, L. T., & Thomas, E. A. C. (1991). Distributional assumptions and observed conservatism in the theory of signal detectability. Journal of Mathematical Psychology, 4, 443–470. DOI: 10.1016/0022-2496(91)90043-S
- 34McCarthy, D., & Davidson, M. (1979). Signal probability, reinforcement, and signal detection. Journal of the Experimental Analysis of Behavior, 32, 373–386. DOI: 10.1901/jeab.1979.32-373
- 35Mkrtchian, A., Aylward, J., Dayan, P., Roiser, J. P., & Robinson, O. J. (2017). Modeling avoidance in mood and anxiety disorders using reinforcement learning. Biological psychiatry, 82(7), 532–539. DOI: 10.1016/j.biopsych.2017.01.017
- 36Morgan, M., Dillenburger, B., Raphael, S., & Solomon, J. A. (2012). Observers can voluntarily shift their psychometric functions without losing sensitivity. Attention, Perception, & Psychophysics, 74, 185–193. DOI: 10.3758/s13414-011-0222-7
- 37Norton, E. H., Acerbi, L., Ma, W. J., & Landy, M. S. (2019). Human online adaptation to changes in prior probability. PLoS Computational Biology, 15(7),
e1006681 . DOI: 10.1371/journal.pcbi.1006681 - 38Pizzagalli, D. A., Iosifescu, D., Hallett, L. A., Ratner, K. G., & Fava, M. (2008). Reduced hedonic capacity in major depressive disorder: Evidence from a probabilistic reward task. Journal of Psychiatric Research, 43(1), 76–87. DOI: 10.1016/j.jpsychires.2008.03.001
- 39Pizzagalli, D. A., Jahn, A. L., & O’Shea, J. P. (2005). Toward an objective characterization of an anhedonic phenotype: A signal-detection approach. Biological Psychiatry, 57, 319–327. DOI: 10.1016/j.biopsych.2004.11.026
- 40Rahnev, D., & Denison, R. N. (2018). Suboptimality in perceptual decision making. Behavioral and Brain Sciences, 41,
e223 . DOI: 10.1017/S0140525X18000936 - 41Robinson, O. J., & Chase, H. W. (2017). Learning and choice in mood disorders: Searching for the computational parameters of anhedonia. Computational Psychiatry, 1, 208–233. DOI: 10.1162/CPSY_a_00009
- 42Rock, P. L., Roiser, J. P., Riedel, W. J., & Blackwell, A. D. (2014). Cognitive impairment in depression: a systematic review and meta-analysis. Psychological Medicine, 44(10), 2029–2040. DOI: 10.1017/S0033291713002535
- 43Roiser, J. P., Elliott, R., & Sahakian, B. J. (2011). Cognitive mechanisms of treatment in depression. Neuropsychopharmacology, 37, 117–136. DOI: 10.1038/npp.2011.183
- 44Rouault, M., Dayan, P., & Fleming, S. M. (2019). Forming global estimates of self-performance from local confidence. Nature Communications, 10, 1141. DOI: 10.1038/s41467-019-09075-3
- 45Rouault, M., & Fleming, S. M. (2020). Formation of global self-beliefs in the human brain. PNAS, 117(44), 27268–27276. DOI: 10.1073/pnas.2003094117
- 46Rouault, M., Seow, T., Gillan, C. M., & Fleming, S. M. (2018). Psychiatric symptom dimensions are associated with dissociable shifts in metacognition but not task performance. Biological Psychiatry, 84(6), 443–451. DOI: 10.1016/j.biopsych.2017.12.017
- 47Scannell, J. W., & Bosley, J. (2016). When quality beats quantity: Decision theory, drug discovery, and the reproducibility crisis. PLoS ONE, 11(2),
e0147215 . DOI: 10.1371/journal.pone.0147215 - 48Stevenson, M. K., Busemeyer, J. R., & Naylor, J. C. (1990).
Judgement and decision-making theory . In M. D. Dunnette & L. M. Hough (Eds.), Handbook of industrial and organizational psychology (pp. 283–374). Palo Alto, CA: Consulting Psychologists Press. - 49Tanner, W. P., & Birdsall, T. G. (1958). Definitions of d′ and η as psychological measures. The Journal of the Acoustical Society of America, 30(10), 922–928. DOI: 10.1121/1.1909408
- 50Trommershäuser, J., Maloney, L. T., & Landy, M. S. (2008). Decision making, movement planning and statistical decision theory. Trends in Cognitive Sciences, 12(8), 291–297. DOI: 10.1016/j.tics.2008.04.010
- 51Ulehla, Z. J. (1966). Optimality of perceptual decision criteria. Journal of Experimental Psychology, 71(4), 564–569. DOI: 10.1037/h0023007
- 52Vrieze, E., Pizzagalli, D. A., Demyttenaere, K., Hompes, T., Sienaert, P., de Boer, P., … Claes, S. (2013). Reduced reward learning predicts outcome in major depressive disorder. Biological psychiatry, 73(7), 639–645. DOI: 10.1016/j.biopsych.2012.10.014
- 53Yu, A. J., & Cohen, J. D. (2009). Sequential effects: Superstition or rational behavior? In Advances in neural information processing systems 17 (nips 2008) (pp. 1873–1880).