{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T10:26:25Z","timestamp":1774434385646,"version":"3.50.1"},"reference-count":87,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2022,11,25]],"date-time":"2022-11-25T00:00:00Z","timestamp":1669334400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Psychol."],"abstract":"<jats:p>Personality disorders are psychological ailments with a major negative impact on patients, their families, and society in general, especially those of the dramatic and emotional type. Despite all the research, there is still no consensus on the best way to assess and treat them. Traditional assessment of personality disorders has focused on a limited number of psychological constructs or behaviors using structured interviews and questionnaires, without an integrated and holistic approach. We present a novel methodology for the study and assessment of personality disorders consisting in the development of a Bayesian network, whose parameters have been obtained by the Delphi method of consensus from a group of experts in the diagnosis and treatment of personality disorders. The result is a probabilistic graphical model that represents the psychological variables related to the personality disorders along with their relations and conditional probabilities, which allow identifying the symptoms with the highest diagnostic potential. This model can be used, among other applications, as a decision support system for the assessment and treatment of personality disorders of the dramatic or emotional cluster. In this paper, we discuss the need to validate this model in the clinical population along with its strengths and limitations.<\/jats:p>","DOI":"10.3389\/fpsyg.2022.996609","type":"journal-article","created":{"date-parts":[[2022,11,25]],"date-time":"2022-11-25T07:03:30Z","timestamp":1669359810000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Probabilistic graphical model for the evaluation of the emotional and dramatic personality disorders"],"prefix":"10.3389","volume":"13","author":[{"given":"Jose D.","family":"Garc\u00eda-Franco","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Francisco J.","family":"D\u00edez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Miguel \u00c1.","family":"Carrasco","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1965","published-online":{"date-parts":[[2022,11,25]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1177\/0011000005285875","article-title":"The meta-analysis of clinical judgment project: fifty-six years of accumulated research on clinical versus statistical prediction","volume":"34","author":"\u00c6gisd\u00f3ttir","year":"2006","journal-title":"Couns. Psychol."},{"key":"ref2","volume-title":"Diagnostic and statistical manual of mental disorders (DSM-IV-TR)","year":"2000"},{"key":"ref3","volume-title":"Diagnostic and statistical manual of mental disorders (DSM-5\u00ae)","year":"2013"},{"key":"ref4","volume-title":"ProbModelXML. A format for encoding probabilistic graphical models. Tech. rep","author":"Arias","year":"2011"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"307","DOI":"10.1002\/per.563","article-title":"DSM-IV personality disorders and the five-factor model of personality: a multi-method examination of domain-and facet-level predictions","volume":"19","author":"Bagby","year":"2005","journal-title":"Eur. J. Personal."},{"key":"ref6","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1207\/s15327752jpa6401_9","article-title":"Defense mechanisms and personality disorders: an empirical test of Millon\\textquotesingles theory","volume":"64","author":"Berman","year":"1995","journal-title":"J. Pers. Assess."},{"key":"ref7","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1176\/appi.psychotherapy.2010.64.2.153","article-title":"Personality disorders: a dimensional defense mechanism approach","volume":"64","author":"Bowins","year":"2010","journal-title":"Am. J. Psychother."},{"key":"ref8","doi-asserted-by":"publisher","first-page":"1897","DOI":"10.1177\/0033294120942116","article-title":"Network structures of symptoms from the Zung depression scale","volume":"124","author":"Briganti","year":"2020","journal-title":"Psychol. Rep."},{"key":"ref9","doi-asserted-by":"publisher","first-page":"11391","DOI":"10.1016\/j.eswa.2012.04.033","article-title":"PsyDis: towards a diagnosis support system for psychological disorders","volume":"39","author":"Casado-Lumbreras","year":"2012","journal-title":"Expert Syst. Appl."},{"key":"ref10","doi-asserted-by":"publisher","first-page":"460","DOI":"10.1016\/j.jpsychires.2020.08.023","article-title":"Dissociation in relation to other mental health conditions: an exploration using network analysis","volume":"136","author":"\u010cernis","year":"2021","journal-title":"J. Psychiatr. Res."},{"key":"ref11","doi-asserted-by":"publisher","first-page":"178","DOI":"10.3390\/e20030178","article-title":"Evaluating flight crew performance by a Bayesian network model","volume":"20","author":"Chen","year":"2018","journal-title":"Entropy"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"160","DOI":"10.1521\/pedi.16.2.160.22552","article-title":"Health service use costs by personality disorder following specialist and nonspecialist treatment: a comparative study","volume":"16","author":"Chiesa","year":"2002","journal-title":"J. Personal. Disord."},{"key":"ref13","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1521\/pedi.1997.11.3.205","article-title":"Special feature: personality disorder assessment: the challenge of construct validity","volume":"11","author":"Clark","year":"1997","journal-title":"J. Personal. Disord."},{"key":"ref14","doi-asserted-by":"publisher","first-page":"s3","DOI":"10.1192\/bjp.182.44.s3","article-title":"Epidemiology, public health and the problem of personality disorder","volume":"182","author":"Coid","year":"2003","journal-title":"Br. J. Psychiatry"},{"key":"ref15","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1016\/j.eswa.2016.02.050","article-title":"Integrating expert knowledge with data in Bayesian networks: preserving data-driven expectations when the expert variables remain unobserved","volume":"56","author":"Constantinou","year":"2016","journal-title":"Expert Syst. Appl."},{"key":"ref16","doi-asserted-by":"crossref","DOI":"10.1037\/10423-000","volume-title":"Personality Disorders and The Five-Factor Model of Personality","author":"Costa","year":"2002"},{"key":"ref17","doi-asserted-by":"publisher","first-page":"535","DOI":"10.1111\/1467-6494.00064","article-title":"Personality, personality disorders, and defense mechanisms","volume":"67","author":"Cramer","year":"1999","journal-title":"J. Pers."},{"key":"ref18","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1016\/j.forsciint.2008.04.013","article-title":"Association between personality disorder and violent behavior pattern","volume":"179","author":"de Barros","year":"2008","journal-title":"Forensic Sci. Int."},{"key":"ref19","author":"Diez","year":"2006"},{"key":"ref20","first-page":"902","article-title":"SMILE: structural modeling, inference, and learning engine and GeNIe: a development environment for graphical decision-theoretic models","author":"Druzdzel","year":"1999","journal-title":"Aaai\/Iaai"},{"key":"ref21","doi-asserted-by":"publisher","first-page":"481","DOI":"10.1109\/tkde.2000.868901","article-title":"Building probabilistic networks: where do the numbers come from? Guest editors\\textquotesingle introduction","volume":"12","author":"Druzdzel","year":"2000","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"ref22","first-page":"659","volume-title":"Approach based on ontology and machine learning for identifying causes affecting personality disorder disease on twitter. Lecture notes in computer science (including subseries lecture notes in artificial intelligence and lecture notes in bioinformatics), 12817 LNAI","author":"Ellouze","year":"2021"},{"key":"ref23","author":"Fernando","year":"2011"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1007\/s11920-019-1094-0","article-title":"Artificial intelligence for mental health and mental illnesses: an overview","volume":"21","author":"Graham","year":"2019","journal-title":"Curr. Psychiatry Rep."},{"key":"ref25","doi-asserted-by":"publisher","first-page":"1500","DOI":"10.1016\/s0140-6736(05)66422-7","article-title":"Refining clinical diagnosis with likelihood ratios","volume":"365","author":"Grimes","year":"2005","journal-title":"Lancet"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"1008","DOI":"10.1046\/j.1365-2648.2000.t01-1-01567.x","article-title":"Research guidelines for the Delphi survey technique","volume":"32","author":"Hasson","year":"2000","journal-title":"J. Adv. Nurs."},{"key":"ref27","doi-asserted-by":"publisher","first-page":"575","DOI":"10.1016\/s0196-0644(99)70346-x","article-title":"Likelihood ratio: a powerful tool for incorporating the results of a diagnostic test into clinical Decisionmaking","volume":"33","author":"Hayden","year":"1999","journal-title":"Ann. Emerg. Med."},{"key":"ref28","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1016\/B978-0-444-88738-2.50020-8","article-title":"A tractable inference algorithm for diagnosing multiple diseases","volume-title":"Uncertainty in artificial intelligence","author":"Heckerman","year":"1990"},{"key":"ref29","author":"Heckerman","year":"1994"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"975","DOI":"10.1007\/s11920-018-0975-y","article-title":"Sex differences in personality disorders","volume":"20","author":"Holthausen","year":"2018","journal-title":"Curr. Psychiatry Rep."},{"key":"ref31","doi-asserted-by":"publisher","first-page":"650","DOI":"10.1080\/00223891.2017.1420660","article-title":"Validity of the DSM\u20135 levels of personality functioning scale\u2013self report","volume":"100","author":"Hopwood","year":"2018","journal-title":"J. Pers. Assess."},{"key":"ref32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.7275\/pdz9-th90","article-title":"The Delphi technique: making sense of consensus","volume":"12","author":"Hsu","year":"2007","journal-title":"Pract. Assess. Res. Eval."},{"key":"ref33","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1192\/bjp.bp.108.058552","article-title":"DSM\u2013IV personality disorders in the WHO world mental health surveys","volume":"195","author":"Huang","year":"2009","journal-title":"Br. J. Psychiatry"},{"key":"ref34","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1037\/per0000159","article-title":"Development and preliminary psychometric evaluation of a brief self-report questionnaire for the assessment of the DSM\u20135 level of personality functioning scale: the LPFS brief form (LPFS-BF)","volume":"7","author":"Hutsebaut","year":"2016","journal-title":"Personal. Disord. Theory Res. Treat."},{"key":"ref35","author":"Khazbak","year":"2021"},{"key":"ref36","first-page":"374","article-title":"Reduction of computational complexity in Bayesian networks through removal of weak dependences","volume-title":"Uncertainty proceedings","author":"Kj\u00e6rulff","year":"1994"},{"key":"ref37","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1097\/01.yco.0000191498.69281.5e","article-title":"Suicide and deliberate self-harm in personality disorders","volume":"19","author":"Krysinska","year":"2006","journal-title":"Curr. Opin. Psychiatry"},{"key":"ref38","author":"Laijawala","year":"2020"},{"key":"ref39","doi-asserted-by":"publisher","first-page":"421","DOI":"10.5959\/eimj.v8i3.421","article-title":"Using Delphi technique: making sense of consensus in concept mapping structure and multiple choice questions (MCQ)","volume":"8","author":"Latif","year":"2016","journal-title":"Education in Medicine Journal"},{"key":"ref40","doi-asserted-by":"publisher","first-page":"553","DOI":"10.1016\/j.biopsych.2006.09.019","article-title":"DSM-IV personality disorders in the National Comorbidity Survey Replication","volume":"62","author":"Lenzenweger","year":"2007","journal-title":"Biol. Psychiatry"},{"key":"ref41","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1002\/cbm.1826","article-title":"Tradition versus empiricism in the current DSM-5 proposal for revising the classification of personality disorders","volume":"22","author":"Livesley","year":"2012","journal-title":"Crim. Behav. Ment. Health"},{"key":"ref42","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1037\/a0034559","article-title":"Artificial intelligence in psychological practice: current and future applications and implications","volume":"45","author":"Luxton","year":"2014","journal-title":"Prof. Psychol. Res. Pract."},{"key":"ref43","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1037\/0021-843x.110.3.401","article-title":"Using the five-factor model to represent the DSM-IV personality disorders: an expert consensus approach","volume":"110","author":"Lynam","year":"2001","journal-title":"J. Abnorm. Psychol."},{"key":"ref44","doi-asserted-by":"crossref","DOI":"10.1037\/11281-000","volume-title":"Clinical versus Statistical prediction: A Theoretical Analysis and A Review of The Evidence","author":"Meehl","year":"1954"},{"key":"ref45","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1521\/pedi.2011.25.3.279","article-title":"Classifying personality disorders: an evolution-based alternative to an evidence-based approach","volume":"25","author":"Millon","year":"2011","journal-title":"J. Personal. Disord."},{"key":"ref46","doi-asserted-by":"crossref","DOI":"10.1002\/9781118269893","volume-title":"Moderating Severe Personality Disorders: A Personalized Psychotherapy Approach","author":"Millon","year":"2007"},{"key":"ref47","doi-asserted-by":"crossref","DOI":"10.1002\/9781118269886","volume-title":"Overcoming resistant personality disorders: A Personalized Psychotherapy Approach","author":"Millon","year":""},{"key":"ref48","doi-asserted-by":"crossref","DOI":"10.1002\/9781118269879","volume-title":"Resolving Difficult Clinical Syndromes: A Personalized Psychotherapy Approach","author":"Millon","year":""},{"key":"ref49","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1521\/pedi.2007.21.1.42","article-title":"Millon\\textquotesingles dimensional model of personality disorders: a comparative study","volume":"21","author":"Mullins-Sweatt","year":"2007","journal-title":"J. Personal. Disord."},{"key":"ref50","author":"Nunes","year":"2009"},{"key":"ref51","first-page":"53","article-title":"Corporations: empathy\u2013devoid psychopaths","volume-title":"Empathy imperiled","author":"Olson","year":"2012"},{"key":"ref52","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1016\/S0888-613X(01)00039-1","article-title":"Evaluation of the HEPAR II system for diagnosis of liver","author":"Oni\u015bko","year":"2001","journal-title":"Prace Instytutu Podstaw Informatyki Polskiej Akademii Nauk"},{"key":"ref53","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1016\/s0888-613x(01)00039-1","article-title":"Learning Bayesian network parameters from small data sets: application of Noisy-OR gates","volume":"27","author":"Oni\u015bko","year":"2001","journal-title":"Int. J. Approx. Reason."},{"key":"ref54","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1023\/a:1016006616346","article-title":"An empirical evaluation of Millon's dimensional polarities","volume":"24","author":"Piersma","year":"2002","journal-title":"J. Psychopathol. Behav. Assess."},{"key":"ref55","first-page":"475","article-title":"Suicidality in DSM IV cluster B personality disorders. An overview","volume":"40","author":"Pompili","year":"2004","journal-title":"Ann. Ist. Super. Sanita"},{"key":"ref56","author":"Randa","year":"2014"},{"key":"ref57","author":"Rish","year":"2001"},{"key":"ref58","doi-asserted-by":"publisher","first-page":"630","DOI":"10.4088\/jcp.09m05534gre","article-title":"Can personality disorder experts recognize DSM-IV personality disorders from five-factor model descriptions of patient cases?","volume":"72","author":"Rottman","year":"2010","journal-title":"J. Clin. Psychiatry"},{"key":"ref59","doi-asserted-by":"publisher","first-page":"114900","DOI":"10.1016\/j.eswa.2021.114900","article-title":"Expert systems: definitions, advantages and issues in medical field applications","volume":"177","author":"Saibene","year":"2021","journal-title":"Expert Syst. Appl."},{"key":"ref60","doi-asserted-by":"publisher","first-page":"286","DOI":"10.1521\/pedi.18.3.286.35446","article-title":"Clinicians' personality descriptions of prototypic personality disorders","volume":"18","author":"Samuel","year":"2004","journal-title":"J. Personal. Disord."},{"key":"ref61","doi-asserted-by":"publisher","first-page":"223","DOI":"10.3109\/09540261.2011.588200","article-title":"Personality disorders: epidemiology and public health issues","volume":"23","author":"Samuels","year":"2011","journal-title":"Int. Rev. Psychiatry"},{"key":"ref62","doi-asserted-by":"publisher","first-page":"536","DOI":"10.1192\/bjp.180.6.536","article-title":"Prevalence and correlates of personality disorders in a community sample","volume":"180","author":"Samuels","year":"2002","journal-title":"Br. J. Psychiatry"},{"key":"ref63","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1037\/abn0000033","article-title":"The structure of personality pathology: both general (`g') and specific (`s') factors?","volume":"124","author":"Sharp","year":"2015","journal-title":"J. Abnorm. Psychol."},{"key":"ref64","doi-asserted-by":"publisher","first-page":"194027","DOI":"10.1109\/ACCESS.2020.3030621","article-title":"Deep learning for multi-class antisocial behavior identification from twitter","volume":"8","author":"Singh","year":"2020","journal-title":"IEEE Access"},{"key":"ref65","doi-asserted-by":"publisher","first-page":"259","DOI":"10.4088\/jcp.v69n0212","article-title":"The economic burden of personality disorders in mental health care","volume":"69","author":"Soeteman","year":"2008","journal-title":"J. Clin. Psychiatry"},{"key":"ref66","doi-asserted-by":"publisher","first-page":"4990","DOI":"10.1016\/j.eswa.2010.09.152","article-title":"Multimodel decision support system for psychiatry problem","volume":"38","author":"Suhasini","year":"2011","journal-title":"Expert Syst. Appl."},{"key":"ref67","doi-asserted-by":"publisher","first-page":"2040","DOI":"10.1088\/1742-6596\/1751\/1\/012040","article-title":"Implementation of various artificial intelligence approach for prediction and recommendation of personality disorder patient","volume":"1751","author":"Sulistiani","year":"2021","journal-title":"J. Physics: Conference Series"},{"key":"ref68","doi-asserted-by":"publisher","first-page":"491","DOI":"10.1111\/jep.13530","article-title":"The potential use of artificial intelligence in the therapy of borderline personality disorder","volume":"27","author":"Szalai","year":"2021","journal-title":"J. Eval. Clin. Pract."},{"key":"ref69","first-page":"109","article-title":"Prevalence, sociodemographics, and functional impairment","volume-title":"The American Psychiatric Publishing textbook of personality disorders","author":"Torgersen","year":"2014"},{"key":"ref70","article-title":"Artificial intelligence in clinical psychology","volume-title":"Reference Module in Neuroscience and Biobehavioral Psychology","author":"Tuena","year":"2020"},{"key":"ref71","doi-asserted-by":"publisher","first-page":"312","DOI":"10.1016\/j.ecolmodel.2006.11.033","article-title":"Advantages and challenges of Bayesian networks in environmental modelling","volume":"203","author":"Uusitalo","year":"2007","journal-title":"Ecol. Model."},{"key":"ref72","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1521\/pedi.2004.18.4.309","article-title":"A meta-analysis of the prevalence and usage of the personality disorder not otherwise specified (PDNOS) diagnosis","volume":"18","author":"Verheul","year":"2004","journal-title":"J. Personal. Disord."},{"key":"ref73","doi-asserted-by":"publisher","first-page":"663","DOI":"10.1097\/acm.0000000000001092","article-title":"Is there a consensus on consensus methodology? Descriptions and recommendations for future consensus research","volume":"91","author":"Waggoner","year":"2016","journal-title":"Acad. Med."},{"key":"ref74","doi-asserted-by":"publisher","first-page":"1767","DOI":"10.1176\/ajp.155.12.1767","article-title":"Limitations of Axis II in diagnosing personality pathology in clinical practice","volume":"155","author":"Westen","year":"1998","journal-title":"Am. J. Psychiatr."},{"key":"ref75","doi-asserted-by":"publisher","first-page":"258","DOI":"10.1176\/ajp.156.2.258","article-title":"Revising and assessing Axis II, part I: developing a clinically and empirically valid assessment method","volume":"156","author":"Westen","year":"","journal-title":"Am. J. Psychiatry"},{"key":"ref76","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1176\/ajp.156.2.273","article-title":"Revising and assessing Axis II, part II: toward an empirically based and clinically useful classification of personality disorders","volume":"156","author":"Westen","year":"","journal-title":"Am. J. Psychiatry"},{"key":"ref77","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1521\/pedi.2000.14.2.109","article-title":"A prototype matching approach to diagnosing personality disorders: toward DSM-V","volume":"14","author":"Westen","year":"2000","journal-title":"J. Personal. Disord."},{"key":"ref78","doi-asserted-by":"publisher","first-page":"410","DOI":"10.1521\/pedi.2009.23.4.410","article-title":"Social consequences of borderline personality disorder symptoms in a population-based survey: marital distress, marital violence, and marital disruption","volume":"23","author":"Whisman","year":"2009","journal-title":"J. Personal. Disord."},{"key":"ref79","doi-asserted-by":"crossref","first-page":"21","DOI":"10.4135\/9781483328980.n2","article-title":"Alternatives to DSM-IV: Axis II","volume-title":"Personality disorders: Toward the DSM-V","author":"Widiger","year":"2007"},{"key":"ref80","doi-asserted-by":"crossref","DOI":"10.1037\/13939-000","volume-title":"Personality disorders and the five-factor model of personality","author":"Widiger","year":"2013"},{"key":"ref81","first-page":"571","article-title":"Personality disorders","volume-title":"Handbook of assessment and treatment planning for psychological disorders","author":"Widiger","year":"2011"},{"key":"ref82","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1037\/10423-006","article-title":"A description of the DSM-IV personality disorders with the five-factor model of personality","volume-title":"Personality disorders and the five-factor model of personality","author":"Widiger","year":"2002"},{"key":"ref83","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1016\/0040-1625(91)90002-w","article-title":"An evaluation of Delphi","volume":"40","author":"Woudenberg","year":"1991","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref84","doi-asserted-by":"publisher","first-page":"1112","DOI":"10.3390\/w10091112","article-title":"Application of Bayesian approach to dynamic assessment of flood in urban underground spaces","volume":"10","author":"Wu","year":"2018","journal-title":"Water"},{"key":"ref85","doi-asserted-by":"publisher","first-page":"527","DOI":"10.1016\/j.psc.2008.03.007","article-title":"Assessment and emergency Management of Suicidality in personality disorders","volume":"31","author":"Zaheer","year":"2008","journal-title":"Psychiatr. Clin. N. Am."},{"key":"ref86","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1142\/s0218001405003983","article-title":"Exploring conditions for the optimality of naive Bayes","volume":"19","author":"Zhang","year":"2005","journal-title":"Int. J. Pattern Recognit. Artif. Intell."},{"key":"ref87","doi-asserted-by":"publisher","first-page":"1911","DOI":"10.1176\/appi.ajp.162.10.1911","article-title":"The prevalence of DSM-IV personality disorders in psychiatric outpatients","volume":"162","author":"Zimmerman","year":"2005","journal-title":"Am. J. 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