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Proof-of-concept of a data-driven approach to estimate the associations of comorbid mental and physical disorders with global health-related disability
Authors:Ymkje Anna de Vries  Jordi Alonso  Somnath Chatterji  Peter de Jonge  Joran Lokkerbol  John J. McGrath  Maria V. Petukhova  Nancy A. Sampson  Erik Sverdrup  Daniel V. Vigo  Stefan Wager  Ali Al-Hamzawi  Guilherme Borges  Ronny Bruffaerts  Brendan Bunting  Stephanie Chardoul  Elie G. Karam  Andrzej Kiejna  Viviane Kovess-Masfety  Fernando Navarro-Mateu  Akin Ojagbemi  Marina Piazza  José Posada-Villa  Carmen Sasu  Kate M. Scott  Hisateru Tachimori  Margreet Ten Have  Yolanda Torres  Maria Carmen Viana  Manuel Zamparini  Zahari Zarkov  Ronald C. Kessler  World Mental Health Survey Collaborators
Affiliation:1. Department of Child and Adolescent Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands

Contribution: Conceptualization, Formal analysis, ​Investigation, Resources, Visualization, Writing - original draft, Writing - review & editing, Validation;2. Health Services Research Group, Institut Hospital del Mar d’Investigacions Mediques, Barcelona, Spain;3. Department of Information, Evidence, and Research, World Health Organization, Geneva, Switzerland;4. Department of Developmental Psychology, University of Groningen, Groningen, Netherlands

Contribution: Conceptualization, Funding acquisition, ​Investigation, Writing - review & editing;5. Centre of Economic Evaluation, Trimbos Institute (Netherlands Institute of Mental Health), Utrecht, Netherlands

Contribution: Conceptualization, ​Investigation, Resources, Validation, Visualization, Writing - review & editing;6. Queensland Centre for Mental Health Research, The Park Centre for Mental Health, Wacol, Queensland, Australia

Queensland Brain Institute, University of Queensland, St Lucia, Queensland, Australia

National Centre for Register-based Research, Aarhus Universitet, Aarhus, Midtjylland, Denmark

Contribution: Conceptualization, ​Investigation, Writing - review & editing, Funding acquisition;7. Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts, USA

Contribution: Data curation, Writing - review & editing, ​Investigation, Visualization, Validation;8. Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts, USA

Contribution: ​Investigation, Project administration, Supervision, Writing - review & editing;9. Stanford Graduate School of Business, Stanford University, Stanford, California, USA

Contribution: ​Investigation, Methodology, Supervision, Resources, Software, Writing - review & editing;10. Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada

Contribution: Conceptualization, ​Investigation, Writing - review & editing;11. Stanford Graduate School of Business, Stanford University, Stanford, California, USA

Contribution: ​Investigation, Writing - review & editing, Software, Methodology, Resources, Supervision;12. College of Medicine, University of Al-Qadisiya, Diwaniya Governorate, Al Diwaniyah, Iraq

Contribution: ​Investigation, Writing - review & editing, Funding acquisition;13. National Institute of Psychiatry Ramón de la Fuente Muñiz, Mexico City, Mexico

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;14. Universitair Psychiatrisch Centrum - Katholieke Universiteit Leuven (UPC-KUL), Campus Gasthuisberg, Leuven, Belgium

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;15. School of Psychology, Ulster University, Londonderry, UK

Contribution: ​Investigation, Writing - review & editing, Funding acquisition;16. Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;17. Institute for Development, Research, Advocacy and Applied Care (IDRAAC), Beirut, Lebanon

Department of Psychiatry and Clinical Psychology, St George Hospital University Medical Center, Beirut, Lebanon

Faculty of Medicine, University of Balamand, Beirut, Lebanon

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;18. Faculty of Applied Studies, University of Lower Silesia, Wroclaw, Poland

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;19. Institut de Psychologie, EA 4057, Université Paris Cité, Paris, France

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;20. Unidad de Docencia, Investigación y Formación en Salud Mental (UDIF-SM), Gerencia Salud Mental, Servicio Murciano de Salud, Murcia, Spain

Murcia Biomedical Research Institute (IMIB-Arrixaca), Murcia, Spain

CIBER Epidemiology and Public Health-Murcia (CIBERESP-Murcia), Murcia, Spain

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;21. Department of Psychiatry, University of Ibadan, Ibadan, Nigeria

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;22. School of Public Health and Administration, Universidad Cayetano Heredia, Lima, Peru

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;23. Faculty of Social Sciences, Colegio Mayor de Cundinamarca University, Bogota, Colombia

Contribution: ​Investigation, Writing - review & editing, Funding acquisition;24. National Institute of Health Services Management, Bucharest, Romania

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;25. Department of Psychological Medicine, University of Otago, Dunedin, Otago, New Zealand

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;26. Keio University School of Medicine, Tokyo, Japan

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;27. Department of Epidemiology, Netherlands Institute of Mental Health and Addiction, Trimbos Institute, Utrecht, Netherlands;28. Center for Excellence on Research in Mental Health, CES University, Medellin, Colombia

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;29. Department of Social Medicine, Federal University of Espírito Santo, Vitoria, Brazil

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;30. IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;31. National Center of Public Health and Analyses, Sofia, Bulgaria

Contribution: ​Investigation, Funding acquisition, Writing - review & editing;32. Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts, USA

Abstract:
Keywords:causal forest  comorbidity  disability  global burden of disease  mental disorders
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