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Volunteerism and self-selection bias in human positron emission tomography neuroimaging research

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Abstract

Scientists have known for decades that persons who volunteer for behavioral research may be different from those who decline participation and that characteristics differentiating volunteers from non-volunteers may vary depending on the nature of the research. There is evidence that volunteer self-selection can impact representativeness of samples in studies involving physically or psychologically stressful procedures, such as electric shocks, sensory isolation, or drug effects. However, the degree to which self-selection influences sample characteristics in “stressful” studies involving positron emission tomography (PET) has not been evaluated. Since estimation of population parameters, robustness of findings, and validity of inferred relationships can all be impacted by volunteer bias, it is important to determine if self-selection may act as an unrecognized confound in such studies. In the present investigation, we obtained baseline data on 114 (56M, 58F) subjects who participated in a study involving completion of several self-report questionnaires and behavioral performance tasks. Participants were later given the opportunity to enroll in an [11C]raclopride PET study involving intravenous amphetamine (AMPH) administration. Demographic characteristics, personality traits, and task performance of subjects who consented to the latter study were compared with those who declined participation. Findings showed that the principal personality trait that distinguished the two groups was sensation-seeking; volunteers scored significantly higher on this dimension than non-volunteers. Males were more likely to volunteer than females. However, results of mediation analysis suggested that the relationship between gender and volunteer status was mediated by greater sensation-seeking traits in the males. Implications of these findings are discussed.

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References

  • Aldwin, C. M. (1994). Stress, coping, and development: an integrative perspective. New York: Guilford.

    Google Scholar 

  • Almeida, L., Falcao, A., Vaz-da-Silva, M., Coelho, R., Albino-Teixeira, A., & Soares-da-Silva, P. (2008). Personality characteristics of volunteers in phase 1 studies and likelihood of reporting adverse events. International Journal of Clinical Pharmacology and Therapeutics, 46(7), 340–348.

    PubMed  CAS  Google Scholar 

  • American Psychiatric Association (2000). Diagnostic and statistical manual of mental disorders (4th ed.). Washington DC.

  • Ball, S. A., Carroll, K. M., Babor, T. F., & Rounsaville, B. J. (1995). Subtypes of cocaine abusers: support for a type A-type B distinction. Journal of Consulting and Clinical Psychology, 63(1), 115–124.

    Article  PubMed  CAS  Google Scholar 

  • Ball, C. J., McLaren, P. M., & Morrison, P. J. (1993). The personality structure of ‘normal’ volunteers. British Journal of Clinical Pharmacology, 36(4), 369–371.

    Article  PubMed  CAS  Google Scholar 

  • Baron, R. M., & Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173–1182.

    Article  PubMed  CAS  Google Scholar 

  • Bechara, A., Damasio, A. R., Damasio, H., & Anderson, S. W. (1994). Insensitivity to future consequences following damage to human prefrontal cortex. Cognition, 50(1–3), 7–15.

    Article  PubMed  CAS  Google Scholar 

  • Beck, A. T., Steer, R. A., & Brown, G. K. (1996). BDI-II: beck depression inventory. San Antonio: Psychological Corp.

    Google Scholar 

  • Berto, D., Milleri, S., Squassante, L., & Baroldi, P. A. (1996). Evaluation of personality as a component of the healthy condition of volunteers participating in phase I studies. European Journal of Clinical Pharmacology, 51(3–4), 209–213.

    Article  PubMed  CAS  Google Scholar 

  • Bogaert, A. F. (1996). Volunteer bias in human sexuality research: evidence for both sexuality and personality differences in males. Archives of Sexual Behavior, 25(2), 125–140.

    Article  PubMed  CAS  Google Scholar 

  • Brennan, A. F., Walfish, S., & AuBuchon, P. (1986). Alcohol use and abuse in college students. I. A review of individual and personality correlates. International Journal of the Addictions, 21(4–5), 449–474.

    PubMed  CAS  Google Scholar 

  • Castellanos-Ryan, N., & Conrod, P. J. (2011). Personality correlates of the common and unique variance across conduct disorder and substance misuse symptoms in adolescence. Journal of Abnormal Child Psychology, 39(4), 563–576.

    Article  PubMed  Google Scholar 

  • Castellanos-Ryan, N., Rubia, K., & Conrod, P. J. (2011). Response inhibition and reward response bias mediate the predictive relationships between impulsivity and sensation seeking and common and unique variance in conduct disorder and substance misuse. Alcoholism, Clinical and Experimental Research, 35(1), 140–155.

    Article  PubMed  Google Scholar 

  • Cherek, D. R., Moeller, F. G., Dougherty, D. M., & Rhoades, H. (1997). Studies of violent and nonviolent male parolees: II. Laboratory and psychometric measurements of impulsivity. Biological Psychiatry, 41(5), 523–529.

    Article  PubMed  CAS  Google Scholar 

  • Christenfeld, N. J., Sloan, R. P., Carroll, D., & Greenland, S. (2004). Risk factors, confounding, and the illusion of statistical control. Psychosomatic Medicine, 66(6), 868–875.

    Article  PubMed  Google Scholar 

  • Cloninger, C. R. (1987). A systematic method for clinical description and classification of personality variants. A proposal. Archives of General Psychiatry, 44(6), 573–588.

    Article  PubMed  CAS  Google Scholar 

  • Costa, P. T., & McCrae, R. R. (1992). Revised NEO personality inventory (NEO PI-R) and NEO five-factor inventory (NEO-FFI). Odessa, Fla. (P.O. Box 998, Odessa 33556): Psychological Assessment Resources.

  • Cross, C. P., Copping, L. T., & Campbell, A. (2011). Sex differences in impulsivity: a meta-analysis. Psychological Bulletin, 137(1), 97–130.

    Article  PubMed  Google Scholar 

  • Depue, R. A., & Collins, P. F. (1999). Neurobiology of the structure of personality: dopamine, facilitation of incentive motivation, and extraversion. The Behavioral and Brain Sciences, 22(3), 491–517. discussion 518–69.

    PubMed  CAS  Google Scholar 

  • Dom, G., Hulstijn, W., & Sabbe, B. (2006). Differences in impulsivity and sensation seeking between early- and late-onset alcoholics. Addictive Behaviors, 31(2), 298–308.

    Article  PubMed  CAS  Google Scholar 

  • Donny, E. C., Bigelow, G. E., & Walsh, S. L. (2003). Choosing to take cocaine in the human laboratory: effects of cocaine dose, inter-choice interval, and magnitude of alternative reinforcement. Drug and Alcohol Dependence, 69(3), 289–301.

    Article  PubMed  CAS  Google Scholar 

  • Dougherty, D. M. (2003). Laboratory behavioral measures of impulsivity [manual]. Houston, TX: Neurobehavioral Research Laboratory and Clinic, University of Texas Health Science Center at Houston.

  • Dougherty, D. M., Bjork, J. M., Harper, R. A., Marsh, D. M., Moeller, F. G., Mathias, C. W., & Swann, A. C. (2003). Behavioral impulsivity paradigms: a comparison in hospitalized adolescents with disruptive behavior disorders. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 44(8), 1145–1157.

    Article  PubMed  Google Scholar 

  • Dougherty, D. M., Bjork, J. M., Moeller, F. G., Harper, R. A., Marsh, D. M., Mathias, C. W., & Swann, A. C. (2003). Familial transmission of continuous performance test behavior: attentional and impulsive response characteristics. The Journal of General Psychology, 130(1), 5–21.

    Article  PubMed  Google Scholar 

  • Dougherty, D. M., & Marsh, D. M. (2003). Immediate and delayed memory tasks (IMT/DMT 2.0): a research tool for studying attention, memory, and impulsive behavior [manual]. Houston, TX: Neurobehavioral Research Laboratory and Clinic, University of Texas Health Science Center at Houston.

    Google Scholar 

  • Ersche, K. D., Turton, A. J., Pradhan, S., Bullmore, E. T., & Robbins, T. W. (2010). Drug addiction endophenotypes: impulsive versus sensation-seeking personality traits. Biological Psychiatry, 68(8), 770–773.

    Article  PubMed  Google Scholar 

  • First, M. B., Spitzer, R. L., Gibbon, M., & Williams, J. B. W. (2002). Structured clinical interview for DSM-IV-TR axis I disorders, research version, non-patient edition. New York: Biometrics Research, New York State Psychiatric Institute.

    Google Scholar 

  • Franques, P., Auriacombe, M., Piquemal, E., Verger, M., Brisseau-Gimenez, S., Grabot, D., & Tignol, J. (2003). Sensation seeking as a common factor in opioid dependent subjects and high risk sport practicing subjects. A cross sectional study. Drug and Alcohol Dependence, 69(2), 121–126.

    Article  PubMed  CAS  Google Scholar 

  • Fulker, D. W., Eysenck, S. B. G., & Zuckerman, M. (1980). A genetic and environmental analysis of sensation seeking. Journal of Research in Personality, 14(2), 261–281.

    Article  Google Scholar 

  • Gaither, G. A., Sellbom, M., & Meier, B. P. (2003). The effect of stimulus content on volunteering for sexual interest research among college students. Journal of Sex Research, 40(3), 240–248.

    Article  PubMed  Google Scholar 

  • Gjedde, A., Kumakura, Y., Cumming, P., Linnet, J., & Moller, A. (2010). Inverted-U-shaped correlation between dopamine receptor availability in striatum and sensation seeking. Proceedings of the National Academy of Sciences of the United States of America, 107(8), 3870–3875.

    Article  PubMed  CAS  Google Scholar 

  • Gray, J. A. (1981). A critique of Eysenck’s theory of personality. In H. J. Eysenck (Ed.), A model for personality (pp. 246–276). New York: Springer.

    Chapter  Google Scholar 

  • Gustavsson, J. P., Asberg, M., & Schalling, D. (1997). The healthy control subject in psychiatric research: impulsiveness and volunteer bias. Acta Psychiatrica Scandinavica, 96(5), 325–328.

    Article  PubMed  CAS  Google Scholar 

  • Harden, K. P., & Tucker-Drob, E. M. (2011). Individual differences in the development of sensation seeking and impulsivity during adolescence: further evidence for a dual systems model. Developmental Psychology, 47(3), 739–746.

    Article  PubMed  Google Scholar 

  • Hawkins, J. D., Catalano, R. F., & Miller, J. Y. (1992). Risk and protective factors for alcohol and other drug problems in adolescence and early adulthood: implications for substance abuse prevention. Psychological Bulletin, 112(1), 64–105.

    Article  PubMed  CAS  Google Scholar 

  • Heatherton, T. F., Kozlowski, L. T., Frecker, R. C., & Fagerstrom, K. O. (1991). The Fagerstrom test for nicotine dependence: a revision of the Fagerstrom tolerance questionnaire. British Journal of Addiction, 86(9), 1119–1127.

    Article  PubMed  CAS  Google Scholar 

  • Hittner, J. B., & Swickert, R. (2006). Sensation seeking and alcohol use: a meta-analytic review. Addictive Behaviors, 31(8), 1383–1401.

    Article  PubMed  Google Scholar 

  • Holmbeck, G. N. (1997). Toward terminological, conceptual, and statistical clarity in the study of mediators and moderators: examples from the child-clinical and pediatric psychology literatures. Journal of Consulting and Clinical Psychology, 65(4), 599–610.

    Article  PubMed  CAS  Google Scholar 

  • Hur, Y. M., & Bouchard, T. J., Jr. (1997). The genetic correlation between impulsivity and sensation seeking traits. Behavior Genetics, 27(5), 455–463.

    Article  PubMed  CAS  Google Scholar 

  • Jack, S. J., & Ronan, K. R. (1998). Sensation seeking among high- and low-risk sports participants. Personality and Individual Differences, 25(6), 1063–1083.

    Article  Google Scholar 

  • Jardin, B., Looby, A., & Earleywine, M. (2011). Characteristics of college students with attention-deficit hyperactivity disorder symptoms who misuse their medications. Journal of American College Health: J of ACH, 59(5), 373–377.

    Article  PubMed  Google Scholar 

  • Jobe, J. B., Holgate, S. H., & Scrapansky, T. A. (1983). Risk taking as motivation for volunteering for a hazardous experiment. Journal of Personality, 51(1), 95–107.

    Article  PubMed  CAS  Google Scholar 

  • Kaasinen, V., Nagren, K., Hietala, J., Farde, L., & Rinne, J. O. (2001). Sex differences in extrastriatal dopamine d(2)-like receptors in the human brain. The American Journal of Psychiatry, 158(2), 308–311.

    Article  PubMed  CAS  Google Scholar 

  • Kelley, J. M., Lembo, A. J., Ablon, J. S., Villanueva, J. J., Conboy, L. A., Levy, R., Marci, C. D., Kerr, C. E., Kirsch, I., Jacobson, E. E., Riess, H., & Kaptchuk, T. J. (2009). Patient and practitioner influences on the placebo effect in irritable bowel syndrome. Psychosomatic Medicine, 71(7), 789–797.

    Article  PubMed  Google Scholar 

  • Kelly, T. H., Robbins, G., Martin, C. A., Fillmore, M. T., Lane, S. D., Harrington, N. G., & Rush, C. R. (2006). Individual differences in drug abuse vulnerability: D-amphetamine and sensation-seeking status. Psychopharmacology, 189(1), 17–25.

    Article  PubMed  CAS  Google Scholar 

  • Kim, J. S., Kaye, J., & Wright, L. K. (2001). Moderating and mediating effects in causal models. Issues in Mental Health Nursing, 22(1), 63–75.

    Article  PubMed  CAS  Google Scholar 

  • Koopmans, J. R., Boomsma, D. I., Heath, A. C., & van Doornen, L. J. (1995). A multivariate genetic analysis of sensation seeking. Behavior Genetics, 25(4), 349–356.

    Article  PubMed  CAS  Google Scholar 

  • Leyton, M., Boileau, I., Benkelfat, C., Diksic, M., Baker, G., & Dagher, A. (2002). Amphetamine-induced increases in extracellular dopamine, drug wanting, and novelty seeking: a PET/[11C]raclopride study in healthy men. Neuropsychopharmacology: Official Publication of the American College of Neuropsychopharmacology, 27(6), 1027–1035.

    Article  CAS  Google Scholar 

  • Lindley, P., & Walker, S. N. (1993). Theoretical and methodological differentiation of moderation and mediation. Nursing Research, 42(5), 276–279.

    Article  PubMed  CAS  Google Scholar 

  • Loas, G., Verrier, A., Flament, M. F., Perez-Diaz, F., Corcos, M., Halfon, O., Lang, F., Bizouard, P., Venisse, J. L., Guelfi, J. D., & Jeammet, P. (2001). Factorial structure of the sensation-seeking scale-form V: confirmatory factorial analyses in nonclinical and clinical samples. Canadian Journal of Psychiatry, 46(9), 850–855.

    CAS  Google Scholar 

  • MacKinnon, D. P. (2008). Introduction to statistical mediation analysis. New York: Routledge Academic.

    Google Scholar 

  • MacKinnon, D. P., Lockwood, C. M., Hoffman, J. M., West, S. G., & Sheets, V. (2002). A comparison of methods to test mediation and other intervening variable effects. Psychological Methods, 7(1), 83–104.

    Article  PubMed  Google Scholar 

  • Magid, V., Maclean, M. G., & Colder, C. R. (2007). Differentiating between sensation seeking and impulsivity through their mediated relations with alcohol use and problems. Addictive Behaviors, 32(10), 2046–2061.

    Article  PubMed  Google Scholar 

  • Marsh, D. M., Dougherty, D. M., Mathias, C. W., Moeller, F. G., & Hicks, L. R. (2002). Comparisons of women with high and low trait impulsivity using behavioral models of response-disinhibition and reward-choice. Personality and Individual Differences, 33(8), 1291–1310.

    Article  Google Scholar 

  • Martins, S. S., Storr, C. L., Alexandre, P. K., & Chilcoat, H. D. (2008). Adolescent ecstasy and other drug use in the national survey of parents and youth: the role of sensation-seeking, parental monitoring and peer’s drug use. Addictive Behaviors, 33(7), 919–933.

    Article  PubMed  Google Scholar 

  • Martin-Soelch, C., Szczepanik, J., Nugent, A., Barhaghi, K., Rallis, D., Herscovitch, P., Carson, R. E., & Drevets, W. C. (2011). Lateralization and gender differences in the dopaminergic response to unpredictable reward in the human ventral striatum. The European Journal of Neuroscience, 33(9), 1706–1715.

    Article  PubMed  Google Scholar 

  • Mathias, C. W., Marsh, D. M., & Dougherty, D. M. (2002). Reliability estimates for the immediate and delayed memory tasks. Perceptual and Motor Skills, 95(2), 559–569.

    Article  PubMed  Google Scholar 

  • Meyer, F. P. (2001). Psycho- and immunopharmacological factors relevant to selection of volunteers in clinical studies. International Journal of Clinical Pharmacology and Therapeutics, 39(7), 300–310.

    PubMed  CAS  Google Scholar 

  • Moeller, F. G., Dougherty, D. M., Barratt, E. S., Oderinde, V., Mathias, C. W., Harper, R. A., & Swann, A. C. (2002). Increased impulsivity in cocaine dependent subjects independent of antisocial personality disorder and aggression. Drug and Alcohol Dependence, 68(1), 105–111.

    Article  PubMed  Google Scholar 

  • Munro, C. A., McCaul, M. E., Wong, D. F., Oswald, L. M., Zhou, Y., Brasic, J., Kuwabara, H., Kumar, A., Alexander, M., Ye, W., & Wand, G. S. (2006). Sex differences in striatal dopamine release in healthy adults. Biological Psychiatry, 59(10), 966–974.

    Article  PubMed  CAS  Google Scholar 

  • Patton, J. H., Stanford, M. S., & Barratt, E. S. (1995). Factor structure of the Barratt impulsiveness scale. Journal of Clinical Psychology, 51(6), 768–774.

    Article  PubMed  CAS  Google Scholar 

  • Peyrot, M. (1996). Causal analysis: theory and application. Journal of Pediatric Psychology, 21(1), 3–24.

    Article  PubMed  CAS  Google Scholar 

  • Pieters, M. S., Jennekens-Schinkel, A., Schoemaker, H. C., & Cohen, A. F. (1992). Self-selection for personality variables among healthy volunteers. British Journal of Clinical Pharmacology, 33(1), 101–106.

    Article  PubMed  CAS  Google Scholar 

  • Pokhrel, P., Sussman, S., Sun, P., Kniazer, V., & Masagutov, R. (2010). Social self-control, sensation seeking and substance use in samples of US and Russian adolescents. American Journal of Health Behavior, 34(3), 374–384.

    Article  PubMed  Google Scholar 

  • Ralevski, E., Perrino, A., Acampora, G., Koretski, J., Limoncelli, D., & Petrakis, I. (2010). Analgesic effects of ethanol are influenced by family history of alcoholism and neuroticism. Alcoholism, Clinical and Experimental Research, 34(8), 1433–1441.

    PubMed  CAS  Google Scholar 

  • Riccardi, P., Zald, D., Li, R., Park, S., Ansari, M. S., Dawant, B., Anderson, S., Woodward, N., Schmidt, D., Baldwin, R., & Kessler, R. (2006). Sex differences in amphetamine-induced displacement of [(18)F]fallypride in striatal and extrastriatal regions: a PET study. The American Journal of Psychiatry, 163(9), 1639–1641.

    Article  PubMed  Google Scholar 

  • Rosenthal, R., & Rosnow, R. L. (1975). The volunteer subject. New York: Wiley.

    Google Scholar 

  • Sargent, J. D., Tanski, S., Stoolmiller, M., & Hanewinkel, R. (2010). Using sensation seeking to target adolescents for substance use interventions. Addiction (Abingdon, England), 105(3), 506–514.

    Article  Google Scholar 

  • Shipley, W., Gruber, C., Martin, T., & Klein, A. (2009). Shipley-2. Los Angeles: Western Psychological Services.

    Google Scholar 

  • Shrout, P. E., & Bolger, N. (2002). Mediation in experimental and nonexperimental studies: new procedures and recommendations. Psychological Methods, 7(4), 422–445.

    Article  PubMed  Google Scholar 

  • Skinner, N. F. (1982). Personality characteristics of volunteers for painful experiments. Bulletin of the Psychonomic Society, 20, 299–300.

    Google Scholar 

  • Smillie, L. D., & Gokcen, E. (2010). Caffeine enhances working memory for extraverts. Biological Psychology, 85(3), 496–498.

    Article  PubMed  Google Scholar 

  • Sobell, L. C., & Sobell, M. B. (1992). Timeline followback: A technique for assessing self-reported alcohol consumption. In R. Z. Litten & J. Allen (Eds.), Measuring alcohol consumption: psychosocial and biological methods (pp. 41–72). New Jersey: Humana Press.

    Chapter  Google Scholar 

  • Sobell, L. C., & Sobell, M. B. (1995). Alcohol consumption measures. In J. P. Allen & M. Columbus (Eds.), Assessing alcohol problems: a guide for clinicians and researchers (pp. 55–73). Rockville: National Institute on Alcohol Abuse and Alcoholism.

    Google Scholar 

  • Staiger, P. K., Kambouropoulos, N., & Dawe, S. (2007). Should personality traits be considered when refining substance misuse treatment programs? Drug and Alcohol Review, 26(1), 17–23.

    Article  PubMed  Google Scholar 

  • StataCorp. (2009). Stata statistical software. College Station: StataCorp LP.

    Google Scholar 

  • Stoel, R. D., De Geus, E. J., & Boomsma, D. I. (2006). Genetic analysis of sensation seeking with an extended twin design. Behavior Genetics, 36(2), 229–237.

    Article  PubMed  CAS  Google Scholar 

  • Thomas, D. A. (1989). Measuring volunteers for exciting psychology experiments with the sensation-seeking scale. Journal of Personality Assessment, 53(4), 790–801.

    Article  PubMed  CAS  Google Scholar 

  • Tishler, C. L., Bartholomae, S., & Rhodes, A. R. (2005). Personality profiles of normal healthy research volunteers: a potential concern for clinical drug trial investigators? Medical Hypotheses, 65(1), 1–7.

    Article  PubMed  Google Scholar 

  • Torrubia, R., Avila, C., Molto, J., & Caseras, X. (2001). The sensitivity to punishment and sensitivity to reward questionnaire (SPSRQ) as a measure of gray’s anxiety and impulsivity dimensions. Personality and Individual Differences, 31(6), 837–862.

    Article  Google Scholar 

  • Vermeiren, R., Deboutte, D., Ruchkin, V., & Schwab-Stone, M. (2002). Antisocial behaviour and mental health. Findings from three communities. European Child & Adolescent Psychiatry, 11(4), 168–175.

    Article  CAS  Google Scholar 

  • Wills, T. A., Vaccaro, D., & McNamara, G. (1994). Novelty seeking, risk taking, and related constructs as predictors of adolescent substance use: an application of Cloninger’s theory. Journal of Substance Abuse, 6(1), 1–20.

    Article  PubMed  CAS  Google Scholar 

  • Wong, K. K., Muller, M. L., Kuwabara, H., Studenski, S. A., & Bohnen, N. I. (2012). Gender differences in nigrostriatal dopaminergic innervation are present at young-to-middle but not at older age in normal adults. Journal of Clinical Neuroscience, 19(1), 183–184.

    Article  PubMed  Google Scholar 

  • Zald, D. H., Cowan, R. L., Riccardi, P., Baldwin, R. M., Ansari, M. S., Li, R., Shelby, E. S., Smith, C. E., McHugo, M., & Kessler, R. M. (2008). Midbrain dopamine receptor availability is inversely associated with novelty-seeking traits in humans. Journal of Neuroscience, 28(53), 14372–14378.

    Article  PubMed  CAS  Google Scholar 

  • Zuckerman, M. (1979). Sensation seeking: beyond the optimal level of arousal. Erlsbaum: Hillsdale.

    Google Scholar 

  • Zuckerman, M. (1983). Sensation seeking and sports. Personality and Individual Differences, 4(3), 285–292.

    Article  Google Scholar 

  • Zuckerman, M. (1984). Sensation-seeking: a comparative approach to a human trait. The Behavioral and Brain Sciences, 7, 413–471.

    Article  Google Scholar 

  • Zuckerman, M., Eysenck, S., & Eysenck, H. J. (1978). Sensation seeking in England and America: cross-cultural, age, and sex comparisons. Journal of Consulting and Clinical Psychology, 46(1), 139–149.

    Article  PubMed  CAS  Google Scholar 

  • Zuckerman, M., & Kuhlman, D. M. (2000). Personality and risk-taking: common biosocial factors. Journal of Personality, 68(6), 999–1029.

    Article  PubMed  CAS  Google Scholar 

  • Zuckerman, M., & Neeb, M. (1979). Sensation seeking and psychopathology. Psychiatry Research, 1(3), 255–264.

    Article  PubMed  CAS  Google Scholar 

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Acknowledgments

This work was supported by NIH grants R01 DA022433 (LMO) and M01 RR016500 (UMSOM GCRC). The authors are grateful to Mark Streer for his assistance with manuscript preparation.

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Oswald, L.M., Wand, G.S., Zhu, S. et al. Volunteerism and self-selection bias in human positron emission tomography neuroimaging research. Brain Imaging and Behavior 7, 163–176 (2013). https://doi.org/10.1007/s11682-012-9210-3

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