Skip to main content
Top
Published in: BMC Psychiatry 1/2016

Open Access 01-12-2016 | Research article

Delirium diagnosis defined by cluster analysis of symptoms versus diagnosis by DSM and ICD criteria: diagnostic accuracy study

Authors: Esteban Sepulveda, José G. Franco, Paula T. Trzepacz, Ana M. Gaviria, David J. Meagher, José Palma, Eva Viñuelas, Imma Grau, Elisabet Vilella, Joan de Pablo

Published in: BMC Psychiatry | Issue 1/2016

Login to get access

Abstract

Background

Information on validity and reliability of delirium criteria is necessary for clinicians, researchers, and further developments of DSM or ICD. We compare four DSM and ICD delirium diagnostic criteria versions, which were developed by consensus of experts, with a phenomenology-based natural diagnosis delineated using cluster analysis of delirium features in a sample with a high prevalence of dementia. We also measured inter-rater reliability of each system when applied by two evaluators from distinct disciplines.

Methods

Cross-sectional analysis of 200 consecutive patients admitted to a skilled nursing facility, independently assessed within 24–48 h after admission with the Delirium Rating Scale-Revised-98 (DRS-R98) and for DSM-III-R, DSM-IV, DSM-5, and ICD-10 criteria for delirium. Cluster analysis (CA) delineated natural delirium and nondelirium reference groups using DRS-R98 items and then diagnostic systems’ performance were evaluated against the CA-defined groups using logistic regression and crosstabs for discriminant analysis (sensitivity, specificity, percentage of subjects correctly classified by each diagnostic system and their individual criteria, and performance for each system when excluding each individual criterion are reported). Kappa Index (K) was used to report inter-rater reliability for delirium diagnostic systems and their individual criteria.

Results

117 (58.5 %) patients had preexisting dementia according to the Informant Questionnaire on Cognitive Decline in the Elderly. CA delineated 49 delirium subjects and 151 nondelirium. Against these CA groups, delirium diagnosis accuracy was highest using DSM-III-R (87.5 %) followed closely by DSM-IV (86.0 %), ICD-10 (85.5 %) and DSM-5 (84.5 %). ICD-10 had the highest specificity (96.0 %) but lowest sensitivity (53.1 %). DSM-III-R had the best sensitivity (81.6 %) and the best sensitivity-specificity balance. DSM-5 had the highest inter-rater reliability (K =0.73) while DSM-III-R criteria were the least reliable.

Conclusions

Using our CA-defined, phenomenologically-based delirium designations as the reference standard, we found performance discordance among four diagnostic systems when tested in subjects where comorbid dementia was prevalent. The most complex diagnostic systems have higher accuracy and the newer DSM-5 have higher reliability. Our novel phenomenological approach to designing a delirium reference standard may be preferred to guide revisions of diagnostic systems in the future.
Appendix
Available only for authorised users
Literature
1.
go back to reference Regier DA, Narrow WE, Clarke DE, Kraemer HC, Kuramoto SJ, Kuhl EA, et al. DSM-5 field trials in the United States and Canada, Part II: test-retest reliability of selected categorical diagnoses. Am J Psychiatry. 2013;170:59–70.CrossRefPubMed Regier DA, Narrow WE, Clarke DE, Kraemer HC, Kuramoto SJ, Kuhl EA, et al. DSM-5 field trials in the United States and Canada, Part II: test-retest reliability of selected categorical diagnoses. Am J Psychiatry. 2013;170:59–70.CrossRefPubMed
2.
go back to reference Liptzin B. What criteria should be used for the diagnosis of delirium? Dement Geriatr Cogn Disord. 1999;10:364–7.CrossRefPubMed Liptzin B. What criteria should be used for the diagnosis of delirium? Dement Geriatr Cogn Disord. 1999;10:364–7.CrossRefPubMed
3.
go back to reference Laurila JV, Pitkala KH, Strandberg TE, Tilvis RS. The impact of different diagnostic criteria on prevalence rates for delirium. Dement Geriatr Cogn Disord. 2003;16:156–62.CrossRefPubMed Laurila JV, Pitkala KH, Strandberg TE, Tilvis RS. The impact of different diagnostic criteria on prevalence rates for delirium. Dement Geriatr Cogn Disord. 2003;16:156–62.CrossRefPubMed
4.
go back to reference Meagher DJ, Maclullich AM, Laurila JV. Defining delirium for the International Classification of Diseases, 11th Revision. J Psychosom Res. 2008;65:207–14.CrossRefPubMed Meagher DJ, Maclullich AM, Laurila JV. Defining delirium for the International Classification of Diseases, 11th Revision. J Psychosom Res. 2008;65:207–14.CrossRefPubMed
5.
go back to reference Cole MG, Dendukuri N, McCusker J, Han L. An empirical study of different diagnostic criteria for delirium among elderly medical inpatients. J Neuropsychiatry Clin Neurosci. 2003;15:200–7.CrossRefPubMed Cole MG, Dendukuri N, McCusker J, Han L. An empirical study of different diagnostic criteria for delirium among elderly medical inpatients. J Neuropsychiatry Clin Neurosci. 2003;15:200–7.CrossRefPubMed
6.
go back to reference Meagher DJ, Morandi A, Inouye SK, Ely W, Adamis D, Maclullich AJ, et al. Concordance between DSM-IV and DSM-5 criteria for delirium diagnosis in a pooled database of 768 prospectively evaluated patients using the delirium rating scale-revised-98. BMC Med. 2014;12:164.CrossRefPubMedPubMedCentral Meagher DJ, Morandi A, Inouye SK, Ely W, Adamis D, Maclullich AJ, et al. Concordance between DSM-IV and DSM-5 criteria for delirium diagnosis in a pooled database of 768 prospectively evaluated patients using the delirium rating scale-revised-98. BMC Med. 2014;12:164.CrossRefPubMedPubMedCentral
7.
go back to reference Everitt BS, Landau S, Leese M. Cluster Analysis. 4th ed. London: Arnold; 2001. Everitt BS, Landau S, Leese M. Cluster Analysis. 4th ed. London: Arnold; 2001.
8.
go back to reference Meagher DJ, Leonard M, Donnelly S, Conroy M, Saunders J, Trzepacz P. A comparison of neuropsychiatric and cognitive profiles in delirium, dementia, comorbid delirium-dementia and cognitively intact controls. J Neurol Neurosurg Psychiatry. 2010;81:876–81.CrossRefPubMed Meagher DJ, Leonard M, Donnelly S, Conroy M, Saunders J, Trzepacz P. A comparison of neuropsychiatric and cognitive profiles in delirium, dementia, comorbid delirium-dementia and cognitively intact controls. J Neurol Neurosurg Psychiatry. 2010;81:876–81.CrossRefPubMed
9.
go back to reference Davis DHJ, Kreisel SH, Muniz Terrera G, Hall AJ, Morandi A, Boustani M, et al. The epidemiology of delirium: challenges and opportunities for population studies. Am J Geriatr Psychiatry. 2013;21:1173–89.CrossRefPubMedPubMedCentral Davis DHJ, Kreisel SH, Muniz Terrera G, Hall AJ, Morandi A, Boustani M, et al. The epidemiology of delirium: challenges and opportunities for population studies. Am J Geriatr Psychiatry. 2013;21:1173–89.CrossRefPubMedPubMedCentral
10.
go back to reference Trzepacz PT, Mittal D, Torres R, Kanary K, Norton J, Jimerson N. Validation of the Delirium Rating Scale-revised-98: comparison with the delirium rating scale and the cognitive test for delirium. J Neuropsychiatry Clin Neurosci. 2001;13:229–42.CrossRefPubMed Trzepacz PT, Mittal D, Torres R, Kanary K, Norton J, Jimerson N. Validation of the Delirium Rating Scale-revised-98: comparison with the delirium rating scale and the cognitive test for delirium. J Neuropsychiatry Clin Neurosci. 2001;13:229–42.CrossRefPubMed
11.
go back to reference Fonseca F, Bulbena A, Navarrete R, Aragay N, Capo M, Lobo A, et al. Spanish version of the Delirium Rating Scale-Revised-98: reliability and validity. J Psychosom Res. 2005;59:147–51.CrossRefPubMed Fonseca F, Bulbena A, Navarrete R, Aragay N, Capo M, Lobo A, et al. Spanish version of the Delirium Rating Scale-Revised-98: reliability and validity. J Psychosom Res. 2005;59:147–51.CrossRefPubMed
12.
go back to reference Lee Y, Ryu J, Lee J, Kim HJ, Shin IH, Kim JL, et al. Korean version of the delirium rating scale-revised-98: reliability and validity. Psychiatry Investig. 2011;8:30–8.CrossRefPubMedPubMedCentral Lee Y, Ryu J, Lee J, Kim HJ, Shin IH, Kim JL, et al. Korean version of the delirium rating scale-revised-98: reliability and validity. Psychiatry Investig. 2011;8:30–8.CrossRefPubMedPubMedCentral
13.
go back to reference De Rooij SE, van Munster BC, Korevaar JC, Casteelen G, Schuurmans MJ, van der Mast RC, et al. Delirium subtype identification and the validation of the Delirium Rating Scale--Revised-98 (Dutch version) in hospitalized elderly patients. Int J Geriatr Psychiatry. 2006;21:876–82.CrossRefPubMed De Rooij SE, van Munster BC, Korevaar JC, Casteelen G, Schuurmans MJ, van der Mast RC, et al. Delirium subtype identification and the validation of the Delirium Rating Scale--Revised-98 (Dutch version) in hospitalized elderly patients. Int J Geriatr Psychiatry. 2006;21:876–82.CrossRefPubMed
14.
go back to reference Franco JG, Mejia MA, Ochoa SB, Ramirez LF, Bulbena A, Trzepacz P. Delirium rating scale-revised-98 (DRS-R-98): Colombian adaptation of the Spanish version. Actas Esp Psiquiatr. 2007;35:170–5.PubMed Franco JG, Mejia MA, Ochoa SB, Ramirez LF, Bulbena A, Trzepacz P. Delirium rating scale-revised-98 (DRS-R-98): Colombian adaptation of the Spanish version. Actas Esp Psiquiatr. 2007;35:170–5.PubMed
15.
go back to reference De Negreiros DP, da Silva Meleiro AM, Furlanetto LM, Trzepacz PT. Portuguese version of the Delirium Rating Scale-Revised-98: reliability and validity. Int J Geriatr Psychiatry. 2008;23:472–7.CrossRefPubMed De Negreiros DP, da Silva Meleiro AM, Furlanetto LM, Trzepacz PT. Portuguese version of the Delirium Rating Scale-Revised-98: reliability and validity. Int J Geriatr Psychiatry. 2008;23:472–7.CrossRefPubMed
16.
go back to reference Huang MC, Lee CH, Lai YC, Kao YF, Lin HY, Chen CH. Chinese version of the Delirium Rating Scale-Revised-98: reliability and validity. Compr Psychiatry. 2009;50:81–5.CrossRefPubMed Huang MC, Lee CH, Lai YC, Kao YF, Lin HY, Chen CH. Chinese version of the Delirium Rating Scale-Revised-98: reliability and validity. Compr Psychiatry. 2009;50:81–5.CrossRefPubMed
17.
go back to reference Kato M, Kishi Y, Okuyama T, Trzepacz PT, Hosaka T. Japanese version of the Delirium Rating Scale, Revised-98 (DRS-R98-J): reliability and validity. Psychosomatics. 2010;51:425–31.PubMed Kato M, Kishi Y, Okuyama T, Trzepacz PT, Hosaka T. Japanese version of the Delirium Rating Scale, Revised-98 (DRS-R98-J): reliability and validity. Psychosomatics. 2010;51:425–31.PubMed
18.
go back to reference Lim KO, Kim SY, Lee YH, Lee SW, Kim JL. A Validation Study for the Korean Version of Delirium Rating Scale-Revised-98 (K-DRS-98). J Korean Neuropsychiatr Assoc. 2006;45:518–26. Lim KO, Kim SY, Lee YH, Lee SW, Kim JL. A Validation Study for the Korean Version of Delirium Rating Scale-Revised-98 (K-DRS-98). J Korean Neuropsychiatr Assoc. 2006;45:518–26.
19.
go back to reference Franco JG, Trzepacz PT, Meagher DJ, Kean J, Lee Y, Kim JL, et al. Three core domains of delirium validated using exploratory and confirmatory factor analyses. Psychosomatics. 2013;54:227–38.CrossRefPubMed Franco JG, Trzepacz PT, Meagher DJ, Kean J, Lee Y, Kim JL, et al. Three core domains of delirium validated using exploratory and confirmatory factor analyses. Psychosomatics. 2013;54:227–38.CrossRefPubMed
20.
go back to reference Thurber S, Kishi Y, Trzepacz PT, Franco JG, Meagher DJ, Lee Y, et al. Confirmatory Factor Analysis of the Delirium Rating Scale Revised-98. J Neuropsychiatry Clin Neurosci. 2015;27:e122–7.CrossRefPubMed Thurber S, Kishi Y, Trzepacz PT, Franco JG, Meagher DJ, Lee Y, et al. Confirmatory Factor Analysis of the Delirium Rating Scale Revised-98. J Neuropsychiatry Clin Neurosci. 2015;27:e122–7.CrossRefPubMed
21.
go back to reference Leonard M, Donnelly S, Conroy M, Trzepacz P, Meagher DJ. Phenomenological and Neuropsychological Profile Across Motor Variants of Delirium in a Palliative-Care Unit. J Neuropsychiatry Clin Neurosci. 2011;23:180–8.CrossRefPubMed Leonard M, Donnelly S, Conroy M, Trzepacz P, Meagher DJ. Phenomenological and Neuropsychological Profile Across Motor Variants of Delirium in a Palliative-Care Unit. J Neuropsychiatry Clin Neurosci. 2011;23:180–8.CrossRefPubMed
22.
go back to reference Rajlakshmi AK, Mattoo SK, Grover S. Relationship between cognitive and non-cognitive symptoms of delirium. Asian J Psychiatr. 2013;6:106–12.CrossRefPubMed Rajlakshmi AK, Mattoo SK, Grover S. Relationship between cognitive and non-cognitive symptoms of delirium. Asian J Psychiatr. 2013;6:106–12.CrossRefPubMed
23.
go back to reference Meagher DJ, Moran M, Raju B, Gibbons D, Donnelly S, Saunders J, et al. Motor symptoms in 100 patients with delirium versus control subjects: comparison of subtyping methods. Psychosomatics. 2008;49:300–8.CrossRefPubMed Meagher DJ, Moran M, Raju B, Gibbons D, Donnelly S, Saunders J, et al. Motor symptoms in 100 patients with delirium versus control subjects: comparison of subtyping methods. Psychosomatics. 2008;49:300–8.CrossRefPubMed
24.
go back to reference Franco JG, Trzepacz PT, Mejia MA, Ochoa SB. Factor analysis of the Colombian translation of the Delirium Rating Scale (DRS), Revised-98. Psychosomatics. 2009;50:255–62.CrossRefPubMed Franco JG, Trzepacz PT, Mejia MA, Ochoa SB. Factor analysis of the Colombian translation of the Delirium Rating Scale (DRS), Revised-98. Psychosomatics. 2009;50:255–62.CrossRefPubMed
25.
go back to reference Trzepacz PT, Franco JG, Meagher DJ, Lee Y, Kim JL, Kishi Y, et al. Phenotype of subsyndromal delirium using pooled multicultural Delirium Rating Scale-Revised-98 data. J Psychosom Res. 2012;73:10–7.CrossRefPubMed Trzepacz PT, Franco JG, Meagher DJ, Lee Y, Kim JL, Kishi Y, et al. Phenotype of subsyndromal delirium using pooled multicultural Delirium Rating Scale-Revised-98 data. J Psychosom Res. 2012;73:10–7.CrossRefPubMed
26.
go back to reference Meagher D, Adamis D, Trzepacz P, Leonard M. Features of subsyndromal and persistent delirium. Br J Psychiatry. 2012;200:37–44.CrossRefPubMed Meagher D, Adamis D, Trzepacz P, Leonard M. Features of subsyndromal and persistent delirium. Br J Psychiatry. 2012;200:37–44.CrossRefPubMed
27.
go back to reference Meagher DJ, O’Regan N, Ryan D, Connolly W, Boland E, O’Caoimhe R, et al. Frequency of delirium and subsyndromal delirium in an adult acute hospital population. Br J Psychiatry. 2014;205:478–85.CrossRefPubMed Meagher DJ, O’Regan N, Ryan D, Connolly W, Boland E, O’Caoimhe R, et al. Frequency of delirium and subsyndromal delirium in an adult acute hospital population. Br J Psychiatry. 2014;205:478–85.CrossRefPubMed
28.
go back to reference Meagher DJ, Leonard M, Donnelly S, Conroy M, Adamis D, Trzepacz PT. A longitudinal study of motor subtypes in delirium: relationship with other phenomenology, etiology, medication exposure and prognosis. J Psychosom Res. 2011;71:395–403.CrossRefPubMed Meagher DJ, Leonard M, Donnelly S, Conroy M, Adamis D, Trzepacz PT. A longitudinal study of motor subtypes in delirium: relationship with other phenomenology, etiology, medication exposure and prognosis. J Psychosom Res. 2011;71:395–403.CrossRefPubMed
29.
go back to reference Meagher DJ, Leonard M, Donnelly S, Conroy M, Adamis D, Trzepacz PT. A longitudinal study of motor subtypes in delirium: frequency and stability during episodes. J Psychosom Res. 2012;72:236–41.CrossRefPubMed Meagher DJ, Leonard M, Donnelly S, Conroy M, Adamis D, Trzepacz PT. A longitudinal study of motor subtypes in delirium: frequency and stability during episodes. J Psychosom Res. 2012;72:236–41.CrossRefPubMed
30.
go back to reference Slor CJ, Adamis D, Jansen RW, Meagher DJ, Witlox J, Houdijk AP, et al. Delirium motor subtypes in elderly hip fracture patients: risk factors, outcomes and longitudinal stability. J Psychosom Res. 2013;74:444–9.CrossRefPubMed Slor CJ, Adamis D, Jansen RW, Meagher DJ, Witlox J, Houdijk AP, et al. Delirium motor subtypes in elderly hip fracture patients: risk factors, outcomes and longitudinal stability. J Psychosom Res. 2013;74:444–9.CrossRefPubMed
31.
go back to reference Sepulveda E, Franco JG, Trzepacz PT, Gaviria AM, Viñuelas E, Palma J, et al. Performance of the Delirium Rating Scale Revised–98 Against Different Delirium Diagnostic Criteria in a Population with a High Prevalence of Dementia. Psychosomatics. 2015;56:530–41.CrossRefPubMed Sepulveda E, Franco JG, Trzepacz PT, Gaviria AM, Viñuelas E, Palma J, et al. Performance of the Delirium Rating Scale Revised–98 Against Different Delirium Diagnostic Criteria in a Population with a High Prevalence of Dementia. Psychosomatics. 2015;56:530–41.CrossRefPubMed
32.
go back to reference Cameron DJ, Thomas RI, Mulvihill M, Bronheim H. Delirium: a test of the Diagnostic and Statistical Manual III criteria on medical inpatients. J Am Geriatr Soc. 1987;35:1007–10.CrossRefPubMed Cameron DJ, Thomas RI, Mulvihill M, Bronheim H. Delirium: a test of the Diagnostic and Statistical Manual III criteria on medical inpatients. J Am Geriatr Soc. 1987;35:1007–10.CrossRefPubMed
33.
go back to reference Silver G, Kearney J, Traube C, Atkinson TM, Wyka KE, Walkup J. Pediatric delirium: Evaluating the gold standard. Palliat Support Care. 2015;13:513–6.CrossRefPubMed Silver G, Kearney J, Traube C, Atkinson TM, Wyka KE, Walkup J. Pediatric delirium: Evaluating the gold standard. Palliat Support Care. 2015;13:513–6.CrossRefPubMed
34.
go back to reference Malt UF, Huyse FJ, Herzog T, Lobo A, Rijssenbeek AJ, The ECLW Collaborative Study: III. Training and reliability of ICD-10 psychiatric diagnoses in the general hospital setting--an investigation of 220 consultants from 14 European countries. European Consultation Liaison Workgroup. J Psychosom Res. 1996;41:451–63.CrossRefPubMed Malt UF, Huyse FJ, Herzog T, Lobo A, Rijssenbeek AJ, The ECLW Collaborative Study: III. Training and reliability of ICD-10 psychiatric diagnoses in the general hospital setting--an investigation of 220 consultants from 14 European countries. European Consultation Liaison Workgroup. J Psychosom Res. 1996;41:451–63.CrossRefPubMed
36.
go back to reference Berkman LF, Leo-Summers L, Horwitz RI. Emotional support and survival after myocardial infarction. A prospective, population-based study of the elderly. Ann Intern Med. 1992;117:1003–9.CrossRefPubMed Berkman LF, Leo-Summers L, Horwitz RI. Emotional support and survival after myocardial infarction. A prospective, population-based study of the elderly. Ann Intern Med. 1992;117:1003–9.CrossRefPubMed
37.
go back to reference Jorm AF, Scott R, Cullen JS, MacKinnon AJ. Performance of the Informant Questionnaire on Cognitive Decline in the Elderly (IQCODE) as a screening test for dementia. Psychol Med. 1991;21:785–90.CrossRefPubMed Jorm AF, Scott R, Cullen JS, MacKinnon AJ. Performance of the Informant Questionnaire on Cognitive Decline in the Elderly (IQCODE) as a screening test for dementia. Psychol Med. 1991;21:785–90.CrossRefPubMed
38.
go back to reference Morales JM, Gonzalez-Montalvo JI, Bermejo F, Del-Ser T. The screening of mild dementia with a shortened Spanish version of the “Informant Questionnaire on Cognitive Decline in the Elderly.”. Alzheimer Dis Assoc Disord. 1995;9:105–11.CrossRefPubMed Morales JM, Gonzalez-Montalvo JI, Bermejo F, Del-Ser T. The screening of mild dementia with a shortened Spanish version of the “Informant Questionnaire on Cognitive Decline in the Elderly.”. Alzheimer Dis Assoc Disord. 1995;9:105–11.CrossRefPubMed
39.
go back to reference American Psychiatric Association. Diagnostic and statistical manual of mental disorders. 3-revisedth ed. Washington, DC: American Psychiatric Association; 1987. American Psychiatric Association. Diagnostic and statistical manual of mental disorders. 3-revisedth ed. Washington, DC: American Psychiatric Association; 1987.
40.
go back to reference American Psychiatric Association. Diagnostic and statistical manual of mental disorders. 4th ed. Washington, DC: American Psychiatric Association; 1994. American Psychiatric Association. Diagnostic and statistical manual of mental disorders. 4th ed. Washington, DC: American Psychiatric Association; 1994.
41.
go back to reference American Psychiatric Association. Diagnostic and Statistical Manual of Mental Disorders. 5th ed. Arlington: American Psychiatric Publishing; 2013. American Psychiatric Association. Diagnostic and Statistical Manual of Mental Disorders. 5th ed. Arlington: American Psychiatric Publishing; 2013.
42.
go back to reference World Health Organization. The ICD-10 Classification of Mental and Behavioural Disorders: Clinical Descriptions and Diagnostic Guidelines. 10th ed. Geneva: World Health Organization; 1992. World Health Organization. The ICD-10 Classification of Mental and Behavioural Disorders: Clinical Descriptions and Diagnostic Guidelines. 10th ed. Geneva: World Health Organization; 1992.
43.
go back to reference Inouye S, van Dyck C, Alessi C, Balkin S, Siegal A, Horwitz R. Clarifying confusion: the Confusion Assessment Method. Ann Intern Med. 1990;113:941–8.CrossRefPubMed Inouye S, van Dyck C, Alessi C, Balkin S, Siegal A, Horwitz R. Clarifying confusion: the Confusion Assessment Method. Ann Intern Med. 1990;113:941–8.CrossRefPubMed
44.
go back to reference Adamis D, Rooney S, Meagher D, Mulligan O, McCarthy G. A comparison of delirium diagnosis in elderly medical inpatients using the CAM, DRS-R98, DSM-IV and DSM-5 criteria. Int Psychogeriatr. 2015;27:883–9.CrossRefPubMed Adamis D, Rooney S, Meagher D, Mulligan O, McCarthy G. A comparison of delirium diagnosis in elderly medical inpatients using the CAM, DRS-R98, DSM-IV and DSM-5 criteria. Int Psychogeriatr. 2015;27:883–9.CrossRefPubMed
Metadata
Title
Delirium diagnosis defined by cluster analysis of symptoms versus diagnosis by DSM and ICD criteria: diagnostic accuracy study
Authors
Esteban Sepulveda
José G. Franco
Paula T. Trzepacz
Ana M. Gaviria
David J. Meagher
José Palma
Eva Viñuelas
Imma Grau
Elisabet Vilella
Joan de Pablo
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Psychiatry / Issue 1/2016
Electronic ISSN: 1471-244X
DOI
https://doi.org/10.1186/s12888-016-0878-6

Other articles of this Issue 1/2016

BMC Psychiatry 1/2016 Go to the issue