The DOI matches its Crossref record; 34 of the 34 references it cites were found in a registry or an index.
Decision-making under uncertainty in obsessive–compulsive disorder
Open accessAbstract
Obsessive compulsive disorder (OCD) produces profound morbidity. Difficulties with decision-making and intolerance of uncertainty are prominent clinical features in many patients. The nature and etiology of these deficits are poorly understood. We used a well-validated choice task, grounded in behavioral economic theory, to investigate differences in valuation and value-based choice during decision making under uncertainty in 20 unmedicated participants with OCD and 20 matched healthy controls. Participants' choices were used to assess individual decision-making characteristics. OCD participants did not differ from healthy controls in how they valued uncertain options when outcome probabilities were known (risk) but were more likely than healthy controls to avoid uncertain options when these probabilities were imprecisely specified (ambiguity). Compared to healthy controls, individuals with OCD were less consistent in their choices and less able to identify options that should be clearly preferable. These abnormalities correlated with symptom severity. These results suggest that value-based choices during decision-making are abnormal in OCD. Individuals with OCD show elevated intolerance of uncertainty, but only when outcome probabilities are themselves uncertain. Future research focused on the neural valuation network, which is implicated in value-based computations, may provide new neurocognitive insights into the pathophysiology of OCD. Deficits in decision-making processes may represent a target for therapeutic intervention.
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“Third, previous studies reported impaired adaption of the decision strategy during a decision-making task, suggesting lower flexibility in OCD [69, 70].”
From P300 and delay-discounting in obsessive–compulsive disorder (2022) · cites this paper as [70]
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Cites
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“, 1989a)) and severity of depression using Hamilton Depression–17 scale (HAM-D17 (Hamilton, 1960)).”
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“Within 1 week of behavioral testing we assessed severity of obsessions and compulsions using Yale-Brown Obsessive Compulsive Scale (Y-BOCS (Goodman et al., 1989b; Goodman et al., 1989a)) and severity of depression using Hamilton Depression–17 scale (HAM-D17 (Hamilton, 1960)).”
MethodInsel, T., Cuthbert, B., Garvey, M., Heinssen, R., Pine, D. S., Quinn, K., Sanislow, C., & Wang, P. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2010.09091379 · Cited by 7,067 · cited 1×
“Impairments in value-based decision formation may cut across traditional diagnostic boundaries (Insel et al., 2010; Dichter et al., 2012), which calls for measures that can detect both an overall impairment in value-based decision formation and particular abnormalities in distinct disease states.”
Insensitivity to future consequences following damage to human prefrontal cortex
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“Past studies, however, have used more complicated decision tasks, the IGT (Bechara et al., 1994) and the Game of Dice Task (Brand et al.”
MethodInfluentialMaxmin expected utility with non-unique prior
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“The results from the two models were almost identical for both OCD patients and Controls (SM S.10); we present the results from one of the two models (Gilboa and Schmeidler, 1989).”
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Goodman, W. K. (1989) · Archives of General Psychiatry · doi:10.1001/archpsyc.1989.01810110054008 · Cited by 2,799 · cited 1×
“Within 1 week of behavioral testing we assessed severity of obsessions and compulsions using Yale-Brown Obsessive Compulsive Scale (Y-BOCS (Goodman et al., 1989b; Goodman et al., 1989a)) and severity of depression using Hamilton Depression–17 scale (HAM-D17 (Hamilton, 1960)).”
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A framework for studying the neurobiology of value-based decision making
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“Decision-making studies, across psychology, economics, and neurobiology, generally assume that individuals aim to maximize some subjective measure of expected value (Rangel et al., 2008).”
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“Of note, the circuitry that is linked to valuation (Bartra et al, 2013) is abnormal in OCD (Maia et al., 2008; Menzies et al., 2008).”
BackgroundRecent developments in modeling preferences: Uncertainty and ambiguity
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“Previous research has shown that individual risk attitudes are largely independent of individual ambiguity attitudes (Camerer and Weber, 1992; Huettel et al., 2006; Cohen et al., 1987; Tymula et al., 2012), stressing the significance of examining both in clinical populations.”
BackgroundNeural systems responding to degrees of uncertainty in human decision-making
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“We fit the choice data of each participant with the two most prominent models ((Gilboa and Schmeidler, 1989) and (Hsu et al., 2005); SM S.9), and calculated the goodness of fit, measured by R2, for each individual participant.”
MethodMenzies, L., Chamberlain, S. R., Laird, A. R., Thelen, S. M., Sahakian, B. J., & Bullmore, E. T. (2008) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2007.09.005 · Cited by 1,190 · cited 1×
“Of note, the circuitry that is linked to valuation (Bartra et al, 2013) is abnormal in OCD (Maia et al., 2008; Menzies et al., 2008).”
BackgroundThe Epidemiology and Clinical Features of Obsessive Compulsive Disorder
Rasmussen, S. A., & Eisen, J. L. (1992) · Psychiatric Clinics of North America · doi:10.1016/s0193-953x(18)30205-3 · Cited by 874 · cited 2×
“…with obsessive-compulsive disorder (OCD) often exhibit indecisiveness, pathological doubt, and avoidance of uncertainty (Rasmussen and Eisen, 1992; Reed, 1985; Tolin et al., 2003), even when the task at hand is unrelated to their primary symptomatology (Hamilton, 1957).”
BackgroundNeural Signatures of Economic Preferences for Risk and Ambiguity
Huettel, S. A., Stowe, C. J., Gordon, E. M., Warner, B. T., & Platt, M. L. (2006) · Neuron · doi:10.1016/j.neuron.2006.01.024 · Cited by 732 · cited 2×
“Previous research has shown that individual risk attitudes are largely independent of individual ambiguity attitudes (Camerer and Weber, 1992; Huettel et al., 2006; Cohen et al., 1987; Tymula et al., 2012), stressing the significance of examining both in clinical populations.”
Backgrounddo Rosário, M. C., Miguel, E. C., Quatrano, S., Chacon, P., Ferrão, Y. A., Findley, D. B., Katsovich, L., Scahill, L. D., King, R. A., Woody, S. R., et al. (2006) · Molecular Psychiatry · doi:10.1038/sj.mp.4001798 · Cited by 525 · cited 2×
“Fifteen out of 20 OCD patients also completed a Dimensional Yale-Brown Obsessive Compulsive Scale (DYBOCS), which provides continuous measures of different OCD symptom dimensions (Rosario-Campos et al., 2006).”
BackgroundMethodSelf-citationNeural Representation of Subjective Value Under Risk and Ambiguity
Levy, I., Snell, J., Nelson, A. J., Rustichini, A., & Glimcher, P. W. (2009) · Journal of Neurophysiology · doi:10.1152/jn.00853.2009 · Cited by 516 · cited 4×
“We employed the Risk and Ambiguity task (Levy et al., 2010), which has been previously validated in healthy individuals (Tymula et al.”
InfluentialSelf-citationIntolerance of uncertainty in obsessive-compulsive disorder
Tolin, D. F., Abramowitz, J. S., Brigidi, B. D., & Foa, E. B. (2003) · Journal of Anxiety Disorders · doi:10.1016/s0887-6185(02)00182-2 · Cited by 494 · cited 3×
“Individuals with obsessive-compulsive disorder (OCD) often exhibit indecisiveness, pathological doubt, and avoidance of uncertainty (Rasmussen and Eisen, 1992; Reed, 1985; Tolin et al., 2003), even when the task at hand is unrelated to their primary symptomatology (Hamilton, 1957).”
BackgroundResultSelf-citationConstruct validity of the iowa gambling task
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“Furthermore, abnormal performance on IGT does not clarify what basic process is impaired: valuation and value-based choice, or learning and forming beliefs about the environment (Buelow and Suhr, 2009).”
BackgroundBrand, M., Fujiwara, E., Borsutzky, S., Kalbe, E., Kessler, J., & Markowitsch, H. J. (2005) · Neuropsychology · doi:10.1037/0894-4105.19.3.267 · Cited by 395 · cited 2×
“, 1994) and the Game of Dice Task (Brand et al., 2005).”
BackgroundMethodAdolescents’ risk-taking behavior is driven by tolerance to ambiguity
Tymula, A., Rosenberg Belmaker, L. A., Roy, A. K., Ruderman, L., Manson, K., Glimcher, P. W., & Levy, I. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1207144109 · Cited by 387 · cited 7×
“We employed the Risk and Ambiguity task (Levy et al., 2010), which has been previously validated in healthy individuals (Tymula et al., 2012; Tymula et al., 2013).”
BackgroundMethodInfluentialSelf-citationThe neural bases of obsessive-compulsive disorder in children and adults
Maia, T. V., Cooney, R. E., & Peterson, B. S. (2008) · Development and Psychopathology · doi:10.1017/s0954579408000606 · Cited by 362 · cited 1×
“Of note, the circuitry that is linked to valuation (Bartra et al, 2013) is abnormal in OCD (Maia et al., 2008; Menzies et al., 2008).”
BackgroundDysfunctional reward circuitry in obsessive-compulsive disorder
Figee, M., Vink, M., de Geus, F., Vulink, N., Veltman, D. J., Westenberg, H., & Denys, D. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.12.003 · Cited by 315 · cited 1×
“Deficits in this domain, however, are consistent with evidence from other investigations (Figee et al., 2011).”
ResultLike cognitive function, decision making across the life span shows profound age-related changes
Tymula, A. A., Belmaker, L. R., Ruderman, L., Glimcher, P. W., & Levy, I. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1309909110 · Cited by 278 · cited 6×
“We employed the Risk and Ambiguity task (Levy et al., 2010), which has been previously validated in healthy individuals (Tymula et al., 2012; Tymula et al., 2013).”
BackgroundMethodInfluentialSelf-citationCohen, M. D., Jaffray, J., & Saïd, T. (1987) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(87)90043-4 · Cited by 260 · cited 1×
“Previous research has shown that individual risk attitudes are largely independent of individual ambiguity attitudes (Camerer and Weber, 1992; Huettel et al., 2006; Cohen et al., 1987; Tymula et al., 2012), stressing the significance of examining both in clinical populations.”
BackgroundObsessional experience and compulsive behaviour : a cognitive-structural approach
Reed, G. F. (1985) · Medical Entomology and Zoology · Cited by 148
Banca, P., Vestergaard, M. D., Rankov, V., Baek, K., Mitchell, S., Lapa, T. R., Castelo-Branco, M. S., & Voon, V. (2014) · Neuropsychopharmacology · doi:10.1038/npp.2014.303 · Cited by 143 · cited 1×
“Recent studies (Dar, 2004; Stern et al., 2013; Banca et al., 2014) have focused on these questions and found that OCD are less confident in their choices, and more uncertain regarding whether their actions have been performed correctly.”
BackgroundBasal-corticofrontal circuits in schizophrenia and obsessive-compulsive disorder
Cavallaro, R., Cavedini, P., Mistretta, P., Bassi, T., Angelone, S. M., Ubbiali, A., & Bellodi, L. (2003) · Biological Psychiatry · doi:10.1016/s0006-3223(02)01814-0 · Cited by 140 · cited 2×
“For instance, individuals with OCD have abnormal activation patterns in the valuation network, which includes the orbitofrontal cortex, basal ganglia and thalamus (Cavallaro et al., 2003), consistent with the proposition that valuation, a central process of value-based decision formation, might be impaired in OCD.”
BackgroundDissociation of decisions in ambiguous and risky situations in obsessive–compulsive disorder
Starcke, K., Tuschen-Caffier, B., Markowitsch, H. J., & Brand, M. (2010) · Psychiatry Research · doi:10.1016/j.psychres.2008.10.022 · Cited by 105 · cited 1×
“…M anuscript A uthor M anuscript A uthor M anuscript A uthor M anuscript The idea that ambiguity, but not risk, avoidance may be abnormal in OCD has been suggested previously (Starcke et al., 2010; Zhang et al., 2015) and has been proposed as a potential endophenotype for OCD (Zhang et al., 2015).”
Subjective uncertainty and limbic hyperactivation in obsessive‐compulsive disorder
Stern, E. R., Welsh, R. C., Gonzalez, R., Fitzgerald, K. D., Abelson, J. L., & Taylor, S. F. (2013) · Human Brain Mapping · doi:10.1002/hbm.22038 · Cited by 102 · cited 1×
“Recent studies (Dar, 2004; Stern et al., 2013; Banca et al., 2014) have focused on these questions and found that OCD are less confident in their choices, and more uncertain regarding whether their actions have been performed correctly.”
BackgroundElucidating the mechanism of uncertainty and doubt in obsessive-compulsive checkers
Dar, R. (2004) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2004.04.006 · Cited by 70 · cited 1×
“Recent studies (Dar, 2004; Stern et al., 2013; Banca et al., 2014) have focused on these questions and found that OCD are less confident in their choices, and more uncertain regarding whether their actions have been performed correctly.”
BackgroundZhang, L., Dong, Y., Ji, Y., Zhu, C., Yu, F., Ma, H., Chen, X., & Wang, K. (2015) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2014.09.005 · Cited by 59 · cited 3×
“The idea that ambiguity, but not risk, avoidance may be abnormal in OCD has been suggested previously (Starcke et al., 2010; Zhang et al., 2015) and has been proposed as a potential endophenotype for OCD (Zhang et al.”
BackgroundNonparametric models and methods for nonlinear analysis of covariance
Akritas, M. G. (2000) · Biometrika · doi:10.1093/biomet/87.3.507 · Cited by 36 · cited 3×
“In the ANCOVA analyses, the task measures were dependent variables, group (OCD vs. Controls) was the independent variable.”
MethodInfluentialPERCEPTUAL AND PERSONALITY DYNAMICS IN REACTIONS TO AMBIGUITY
Hamilton, V. (1957) · British Journal of Psychology · doi:10.1111/j.2044-8295.1957.tb00617.x · Cited by 35 · cited 2×
“, 2003), even when the task at hand is unrelated to their primary symptomatology (Hamilton, 1957).”
BackgroundDichter, G. S., Sikich, L., Song, A. W., Voyvodic, J. T., & Bodfish, J. W. (2012) · International Journal of Neuroscience · doi:10.3109/00207454.2012.678446 · Cited by 26 · cited 1×
“Impairments in value-based decision formation may cut across traditional diagnostic boundaries (Insel et al., 2010; Dichter et al., 2012), which calls for measures that can detect both an overall impairment in value-based decision formation and particular abnormalities in distinct disease states.”
Background
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“…that OCD patients show both less consistent behavior (as predicted in the case of increased transition uncertainty), and increased avoidance (implying intolerance) of ambiguous choices (characterized by uncertainty regarding states and state transitions; Pushkarskaya et al., 2017, 2015).”
BackgroundAnxiety increases information-seeking in response to large changes
Charpentier, C. J., Dezza, I. C., Vellani, V., Globig, L. K., Gädeke, M., & Sharot, T. (2022) · Scientific Reports · doi:10.1038/s41598-022-10813-9 · Cited by 88
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Metadata
- Authors
- Pushkarskaya, H., Tolin, D., Ruderman, L., Kirshenbaum, A., Kelly, J. M., Pittenger, C., & Levy, I.
- Affiliations
- Yale University (US)
- Hartford Hospital (US)
- Corresponding author
- Pushkarskaya, Helen
- Venue
- Journal of Psychiatric Research
- Publisher
- Elsevier BV
- Published
- 2015-10
- Volume
- 69
- Pages
- 166-173
- ISSN
- 0022-3956 (ISSN-L)
- PMC
- PMC4562025
- OpenAlex
- W2155549704
- Cited by
- 127
- References
- 34
- Citations by year
- 2026: 23 · 2025: 12 · 2024: 14 · 2023: 18 · 2022: 9 · 2021: 12 · 2020: 11 · 2019: 12 · 2018: 6 · 2017: 7 · 2016: 3
- FWCI
- 6.62
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Psychiatric Research (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (K01 MH101326-01, R01MH095790)
- National Institute on Aging (R01AG033406)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Obsessive-Compulsive Spectrum Disorders
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- obsessive-compulsive disorder, decision making under uncertainty, intolerance of uncertainty, ambiguity, risk, value-based choice, behavioral economics, outcome valuation, decision consistency, symptom severity
- MeSH terms
- Attitude, Decision Making, Humans, Obsessive-Compulsive Disorder, Psychiatric Status Rating Scales, Psychological Tests, Risk-Taking, Severity of Illness Index, Uncertainty
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