ReviewA review of risky decision-making in psychosis-spectrum disorders
Introduction
“…taking a risk is not the same as having poor judgement and impaired decision-making” - Bechara, Damasio, and Damasio (2000)
Psychotic disorders such as schizophrenia (SZ) and schizoaffective disorder (SZA) are often characterized by pervasive cognitive impairment, hallucinations, unusual beliefs, atypical affectivity, and decreased goal pursuit. Despite extensive literature investigating risky decision-making, there is no consensus as to whether psychotic disorders are associated with increased or decreased risk-taking on behavioral, laboratory tasks. This is particularly troublesome when conflicting interpretations are applied to understanding ecological phenomena or formulating recommendations for treatment. The present review synthesizes findings across three categories of risky decision-making tasks (explicit, ambiguous, and uncertain risk). It is posited that during explicit risk-taking psychotic disorders are not characterized by greater risk-averse nor risk-seeking attitudes, but rather risk imperception, defined as decreased ability to perceive and integrate risk-relevant information to properly discriminate between options and optimize decision-making. Risk imperception may also impact ambiguous or uncertain risky decision-making, but further investigation is necessary to identify specificity of potential deficits and rule out confounding processes. While the current review outlines descriptive support for risk imperception in psychosis by interpreting findings in the literature, the hypothesis warrants further, direct testing via targeted behavioral tasks.
During decision-making, evidence is accumulated from the environment and integrated with prior beliefs (Sterzer et al., 2018). Previous findings in psychosis have implicated a general deficit in this integration process, resulting in aberrant decision inferences that may not be well-adjusted by option values (Gold, Waltz, Prentice, Morris, & Heerey, 2008; Sterzer, Voss, Schlagenhauf, & Heinz, 2019). Poorer decision-making in psychosis has manifested as disrupted reinforcement learning, reduced effort allocation, indiscriminate probabilistic reversal learning, and jumping to conclusions, with many studies identifying an association between cognitive functioning and decision-making quality (Barch et al., 2017; Culbreth, Moran, & Barch, 2018; Reddy, Waltz, Green, Wynn, & Horan, 2016; Tripoli et al., 2020). Social, financial decision-making tasks in psychosis similarly reveal poorer choices in the forms of accepting unfair offers, rejecting fair offers, and other forms of maladjustment to a partner's performance (for review see Robson, Repetto, Gountouna, & Nicodemus, 2020). The present review suggests that this decision-making deficit, while not differential (i.e. not uniquely isolated to risky decision-making; MacDonald, 2014), extends into risk-taking tasks. Though the hypothesized risk imperception is likely secondary to a more general deficit (Fig. 1), it offers novel, process-oriented insight into evidence integration in psychosis, as many risky decision-making tasks do not rely on decision-outcome evaluation or learning. Thus, the current review is a departure from, and extension of, the extensive reinforcement and reward learning literature (Deserno, Schlagenhauf, & Heinz, 2016; Pratt et al., 2020).
Risk as a psychological experience can be conceptualized as the construal of future events with potentially undesirable consequences (Sjöberg, 2000). However, risk in behavioral tasks can be broken down into sub-components that differently influence decision-making (Fukunaga et al., 2018, Schonberg, Fox, & Poldrack, 2011). Behavioral tasks have investigated decision-making along various psychological and mathematical forms of risk, assessed in the laboratory using probabilistic gambles for gains, losses, or null outcomes. Such tasks have been purported to measure “risk attitude”, or the amount of risk one will endure for a potential benefit (Kahneman & Tversky, 2013). Risk attitude is typically described as risk seeking or risk averse, based on decisions relative to gamble parameters such as potential gain probability, gain amount, loss amount,1 loss probability, variance, entropy, framing effects, and expected value (EV2; Herrnstein, 1970; Slovic & Lichtenstein, 1968). Differing methods of analyzing these parameters can determine the isolated or relative impact of specific forms or facets of risk on choice behavior3,4
However, risk attitudes are importantly shaped by “risk perception”, or the initial cognitive processes by which information is integrated to formulate understanding of risk (Weber & Milliman, 1997). Rather than being driven primarily by gamble parameters, Sjöberg (2000) reflects that, “Risk perception is all about thoughts, beliefs and constructs”. Given the far-reaching cognitive dysfunction, atypical beliefs, and faulty information integration found in psychosis (Garety, Bebbington, Fowler, Freeman, & Kuipers, 2007; Lee & Park, 2005; Velthorst et al., 2021), it is vital to elucidate whether risky decision-making deficits may be better attributed to differences in risk perception (Fig. 2), rather than risk attitude.
Section snippets
Article search protocol, eligibility, and ineligibility
Authors searched for articles using Google Scholar without a specified range of publication years, yielding publications ranging from 2002 to 2021. A final search of the literature was performed on October 10, 2021. To find studies relating to psychosis-spectrum disorders, the following search terms were used “psychotic”, “schizophrenia”, schizo*”, “psychosis”, along with search terms related to risky decision-making, including “decision”, “decision-making”, “risk-taking”, “risky decision”,
Cambridge Gambling Task (CGT)
The CGT yields several behavioral measures of decision-making and allows subjects to make independent decisions regarding gamble probabilities and amounts wagered across two stages within each trial (Rogers et al. 1999). Trials begin by displaying 10 squares of two colors, representing the probability of a gamble outcome (i.e. 4 red squares = 40%, 6 blue squares = 60%). A token is hidden under 1 square, and in the first decision stage subjects choose which color they believe the token is under.
Exclusion of clinical subjects
It is standard practice within decision-making research to remove subjects who perform inconsistently with established task parameters based upon expectations for a “rational decision-maker”. These parameters are often established according to non-clinical data, and are presumably helpful in non-psychiatric samples to weed-out subjects who demonstrate poor attention, contradictory behavior, or lack of task engagement. Removing subjects based upon a “lack of model fit” or due to their position
Potential contributions of mathematical competence, strategy, and cognitive functioning
Before concluding that suboptimal behavior is attributable to risk-taking attitudes, it is essential to determine what precise psychological phenomena decision-making tasks are, and are not, quantifying. Subjects with psychotic disorders have exhibited poorer performance on neuropsychological measures of cognitive functioning but have demonstrated intact basic mathematical competency despite poorer working memory (Kiefer, Apel, & Weisbrod, 2002; Nuechterlein et al., 2004; Velthorst et al., 2021
Associations with symptomatology and illness state
Associations between psychosis symptomatology, determined via self-reports and interviews, and risky decision-making task performance have not been consistently found, with some studies even showing conflicting findings (e.g. BPRS, Albrecht et al., 2016, Reddy et al., 2014; PANSS, Dominguez, 2011, Luk et al., 2019; Table 2). Inconclusive findings may reveal a lack of clinical relevance, or reflect a symptom-specific relationship not elucidated by broad or composite scales. For example, Baker et
Conclusions
Findings from behavioral risk-taking tasks in psychotic disorders have been interpreted in various ways, including greater risk-seeking, greater risk-aversion, comparable risk-taking, and insensitivity to risk. The present critique of the literature reinterprets these findings to assert that explicit risky decision-making in psychosis may be attributed to risk imperception, or less discrimination between choice riskiness. There is currently insufficient evidence to understand this pattern of
Limitations
There are caveats or limitations to the current work, which we hope are reconciled in future research. Firstly, the proposed risk imperception hypothesis is descriptive; gleaned theoretically from interpreting the current findings, but without direct empirical demonstration. Currently used tasks and analyses cannot adequately parse risk-imperception from other constructs. We hope that this review lays the groundwork of theory that precedes practice. Future research should empirically test this
Consent for publication
All authors have reviewed and approved the final version of this manuscript.
Funding
This research was supported in part by the NIMH [T32MH103213 (ENH, JM, & JRP); F31MH122122 (JRP)], the Indiana Clinical & Translational Sciences Institute (CTSI) Predoctoral Grant [UL1TR001108; TL1TR001107 (JRP)], Indiana CTSI Core Pilot Grant [UL1TR002529 (JRP & WPH)]. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIMH. Funding sources did not have any direct involvement with any portion of this manuscript.
Authors contributions
JRP, ENH, & JM conducted literature search. JRP wrote manuscript draft and produced revisions with substantial contributions and feedback from all authors. JRP created figures and tables, which were confirmed for accuracy by ENH and JM.
Declaration of Competing Interest
The authors declare no conflicts of interest with respect to the authorship or the publication of this article.
Acknowledgments
The authors thank Nicolò Sassi for reading early manuscript drafts.
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