References
- Andreasen, N. C. (1984). The Scale for the Assessment of Negative Symptoms (SANS). Iowa City, IA: University of Iowa.
- Badre, D. , Doll, B. B. , Long, N. , & Frank, M. J. (2012). Rostrolateral prefrontal cortex and individual differences in uncertainty-driven exploration. Neuron, 73, 595–607. https://doi.org/10.1016/j.neuron.2011.12.025
- Baker, S. C. , Konova, A. B. , Daw, N. D. , & Horga, G. (2019). A distinct inferential mechanism for delusions in schizophrenia. Brain, 142, 1797–1812.
- Bell, V. , Halligan, P. W. , & Ellis, H. D. (2006). The Cardiff Anomalous Perceptions Scale (CAPS): A new validated measure of anomalous perceptual experience. Schizophrenia Bulletin, 32, 366–377. https://doi.org/10.1093/schbul/sbj014
- Brown, E. C. , Hack, S. M. , Gold, J. M. , Carpenter, W. T. , Fischer, B. A. , Prentice, K. P. , & Waltz, J. A. (2015). Integrating frequency and magnitude information in decision-making in schizophrenia: An account of patient performance on the Iowa Gambling Task. Journal of Psychiatric Research, 66–67, 16–23. https://doi.org/10.1016/j.jpsychires.2015.04.007
- Brown, J. K. , Waltz, J. A. , Strauss, G. P. , McMahon, R. P. , Frank, M. J. , & Gold, J. M. (2013). Hypothetical decision making in schizophrenia: The role of expected value computation and “irrational” biases. Psychiatry Research, 209, 142–149. https://doi.org/10.1016/j.psychres.2013.02.034
- Cheng, G. L. , Tang, J. C. , Li, F. W. , Lau, E. Y. , & Lee, T. M. (2012). Schizophrenia and risk-taking: Impaired reward but preserved punishment processing. Schizophrenia Research, 136, 122–127. https://doi.org/10.1016/j.schres.2012.01.002
- Collins, A. G. , Brown, J. K. , Gold, J. M. , Waltz, J. A. , & Frank, M. J. (2014). Working memory contributions to reinforcement learning impairments in schizophrenia. Journal of Neuroscience, 34, 13747–13756. https://doi.org/10.1523/JNEUROSCI.0989-14.2014
-
Corlett, P. R.
,
Horga, G.
,
Fletcher, P. C.
,
Alderson-Day, B.
,
Schmack, K.
, &
Powers, A. R.,
3rd . (2019). Hallucinations and strong priors. Trends in Cognitive Sciences, 23, 114–127. https://doi.org/10.1016/j.tics.2018.12.001 - Daw, N. D. , O’Doherty, J. P. , Dayan, P. , Seymour, B. , & Dolan, R. J. (2006). Cortical substrates for exploratory decisions in humans. Nature, 441, 876–879. https://doi.org/10.1038/nature04766
- First, M. B. , Spitzer, R. L. , Gibbon, M. , & Williams, J. B. W. (1997). Structured Clinical Interview for DSM–IV–Axis I Disorders (SCID-I). Washington, DC: American Psychiatric Press.
- Fletcher, P. C. , & Frith, C. D. (2009). Perceiving is believing: A Bayesian approach to explaining the positive symptoms of schizophrenia. Nature Reviews Neuroscience, 10(1), 48–58. https://doi.org/10.1038/nrn2536
- Gershman, S. J. (2019). Uncertainty and exploration. Decision, 6, 277. https://doi.org/10.1037/dec0000101
- Gittins, J. C. (1979). Bandit processes and dynamic allocation indices. Journal of the Royal Statistical Society, Series B, 41, 148–177. https://doi.org/10.1111/j.2517-6161.1979.tb01068.x
- Gittins, J. C. , & Jones, D. M. (1979). A dynamic allocation index for the discounted multiarmed bandit problem. Biometrika, 66, 561–565. https://doi.org/10.1093/biomet/66.3.561
- Gold, J. M. , Strauss, G. P. , Waltz, J. A. , Robinson, B. M. , Brown, J. K. , & Frank, M. J. (2013). Negative symptoms of schizophrenia are associated with abnormal effort-cost computations. Biological Psychiatry, 74, 130–136. https://doi.org/10.1016/j.biopsych.2012.12.022
- Green, M. F. , Nuechterlein, K. H. , Gold, J. M. , Barch, D. M. , Cohen, J. , Essock, S. , … Marder, S. R. (2004). Approaching a consensus cognitive battery for clinical trials in schizophrenia: The NIMH-MATRICS conference to select cognitive domains and test criteria. Biological Psychiatry, 56, 301–307. https://doi.org/10.1016/j.biopsych.2004.06.023
- Hernaus, D. , Xu, Z. , Brown, E. C. , Ruiz, R. , Frank, M. J. , Gold, J. M. , & Waltz, J. A. (2018). Motivational deficits in schizophrenia relate to abnormalities in cortical learning rate signals. Cognitive, Affective, and Behavioral Neuroscience, 18, 1338–1351. https://doi.org/10.3758/s13415-018-0643-z
- Jardri, R. , & Deneve, S. (2013). Circular inferences in schizophrenia. Brain, 136(Pt 11), 3227–3241. https://doi.org/10.1093/brain/awt257
- Kalman, R. E. (1960). A new approach to linear filtering and prediction problems. Journal of Basic Engineering, 82(1), 35–45. https://doi.org/10.1115/1.3662552
- Krug, A. , Cabanis, M. , Pyka, M. , Pauly, K. , Kellermann, T. , Walter, H. , … Kircher, T. (2014). Attenuated prefrontal activation during decision-making under uncertainty in schizophrenia: A multi-center fMRI study. Schizophrenia Research, 152(1), 176–183. https://doi.org/10.1016/j.schres.2013.11.007
- Lancaster, T. M. , Ihssen, N. , Brindley, L. M. , Tansey, K. E. , Mantripragada, K. , O’Donovan, M. C. , … Linden, D. E. (2016). Associations between polygenic risk for schizophrenia and brain function during probabilistic learning in healthy individuals. Human Brain Mapping, 37, 491–500. https://doi.org/10.1002/hbm.23044
- Lee, S. , Gold, J. I. , & Kable, J. W. (2020). The human as delta-rule learner. Decision, 7, 55.
- McMahon, R. P. , Kelly, D. L. , Kreyenbuhl, J. , Kirkpatrick, B. , Love, R. C. , & Conley, R. R. (2002). Novel factor-based symptom scores in treatment resistant schizophrenia: Implications for clinical trials. Neuropsychopharmacology, 26, 537–545.
- Overall, J. E. , & Gorman, D. R. (1962). The brief psychiatric rating scale. Psychological Reports, 10, 799–812. https://doi.org/10.2466/pr0.1962.10.3.799
- Peters, E. , Joseph, S. , Day, S. , & Garety, P. (2004). Measuring delusional ideation: The 21-item Peters et al. Delusions Inventory (PDI). Schizophrenia Bulletin, 30, 1005–1022. New York, NY: Appleton-Century-Crofts.
- Powers, A. R. , Mathys, C. , & Corlett, P. R. (2017). Pavlovian conditioning–induced hallucinations result from overweighting of perceptual priors. Science, 357, 596–600. https://doi.org/10.1126/science.aan3458
- Rescorla, R. A. , & Wagner, A. R. (1972). A theory of Pavlovian conditioning: Variations in the effectiveness of reinforcement and nonreinforcement. In A. H. Black & W. F. Prokasy (Eds.), Classical conditioning II (pp. 64–99). New York, NY: Appleton-Century-Crofts.
- Schultz, W. , Dayan, P. , & Montague, P. R. (1997). A neural substrate of prediction and reward. Science, 275, 1593–1599. https://doi.org/10.1126/science.275.5306.1593
- Somerville, L. H. , Sasse, S. F. , Garrad, M. C. , Drysdale, A. T. , Abi Akar, N. , Insel, C. , & Wilson, R. C. (2017). Charting the expansion of strategic exploratory behavior during adolescence. Journal of Experimental Psychology: General, 146, 155. https://doi.org/10.1037/xge0000250
- Strauss, G. P. , Frank, M. J. , Waltz, J. A. , Kasanova, Z. , Herbener, E. S. , & Gold, J. M. (2011). Deficits in positive reinforcement learning and uncertainty-driven exploration are associated with distinct aspects of negative symptoms in schizophrenia. Biological Psychiatry, 69, 424–431. https://doi.org/10.1016/j.biopsych.2010.10.015
- Strauss, G. P. , Lee, B. G. , Waltz, J. A. , Robinson, B. M. , Brown, J. K. , & Gold, J. M. (2012). Cognition–emotion interactions are modulated by working memory capacity in individuals with schizophrenia. Schizophrenia Research, 141, 257–261. https://doi.org/10.1016/j.schres.2012.08.010
- Strauss, G. P. , Thaler, N. S. , Matveeva, T. M. , Vogel, S. J. , Sutton, G. P. , Lee, B. G. , & Allen, D. N. (2015). Predicting psychosis across diagnostic boundaries: Behavioral and computational modeling evidence for impaired reinforcement learning in schizophrenia and bipolar disorder with a history of psychosis. Journal of Abnormal Psychology, 124, 697–708. https://doi.org/10.1037/abn0000039
- Strauss, G. P. , Waltz, J. A. , & Gold, J. M. (2014). A review of reward processing and motivational impairment in schizophrenia. Schizophrenia Bulletin, 40(Suppl. 2), S107–S116. https://doi.org/10.1093/schbul/sbt197
- Waltz, J. A. , & Gold, J. M. (2016). Motivational deficits in schizophrenia and the representation of expected value. Current Topics in Behavioral Neurosciences, 27, 375–410. https://doi.org/10.1007/7854_2015_385
- Warren, C. M. , Wilson, R. C. , van der Wee, N. J. , Giltay, E. J. , van Noorden, M. S. , Cohen, J. D. , & Nieuwenhuis, S. (2017). The effect of atomoxetine on random and directed exploration in humans. PLoS One, 12(4), e0176034. https://doi.org/10.1371/journal.pone.0176034
- Wechsler, D. (1999). Wechsler Abbreviated Scale of Intelligence (WASI). San Antonio, TX: Psychological Corporation. https://doi.org/10.1037/t15170-000
- Wechsler, D. (2001). Wechsler Test of Adult Reading (WTAR). San Antonio, TX: Psychological Corporation.
- Wilson, R. C. , Geana, A. , White, J. M. , Ludvig, E. A. , & Cohen, J. D. (2014). Humans use directed and random exploration to solve the explore–exploit dilemma. Journal of Experimental Psychology: General, 143, 2074–2081. https://doi.org/10.1037/a0038199
- Zajkowski, W. K. , Kossut, M. , & Wilson, R. C. (2017). A causal role for right frontopolar cortex in directed, but not random, exploration. Elife, 6. https://doi.org/10.7554/eLife.27430.016
