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Prediction models for suicide reattempts by lasso regression through machine learning models: Single versus multiple suicide attempters.

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Bibliographic Details
Title: Prediction models for suicide reattempts by lasso regression through machine learning models: Single versus multiple suicide attempters.
Authors: Roberto N; Department of Medicine, Faculty of Medicine and Health Sciences, Institute of Neurosciences (UBNeuro), University of Barcelona (UB), Catalonia, Spain; Bipolar and Depressive Disorders Unit, Hospital Clinic de Barcelona, Barcelona, Spain; Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain., De Prisco M; Department of Medicine, Faculty of Medicine and Health Sciences, Institute of Neurosciences (UBNeuro), University of Barcelona (UB), Catalonia, Spain; Bipolar and Depressive Disorders Unit, Hospital Clinic de Barcelona, Barcelona, Spain; Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Andreo-Jover J; Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain; Department of Psychiatry, Universidad Autónoma de Madrid (UAM), Madrid, Spain., Arqueros M; Universidad Autónoma de Madrid, CIBERSAM, Spain., Ayad Ahmed W; Hospital Clínico San Carlos, Spain., Bobes-Bascarán M T; Department of Psychology, Universidad de Oviedo, Oviedo, Spain; Instituto Universitario de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain; Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain; Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Canal-Rivero M; Department of Medicine & Psychiatry, University Hospital Virgen del Rocio, IBiS, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Cebrià AI; Department of Mental Health, Corporació Sanitaria Parc Taulí de Sabadell, Barcelona, Spain; Institut d'Investigació I Innovació Parc Taulí (I3PT), Institut de Neurociències, Unitat de Neurociència Traslacional - Universitat Autònoma de Barcelona, Bellaterra, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Crespo-Facorro B; Department of Medicine & Psychiatry, University Hospital Virgen del Rocio, IBiS, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., de la Torre A; Universidad Complutense de Madrid, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Diaz-Marsá M; Universidad Complutense de Madrid, Spain; Hospital Clínico San Carlos, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Elices M; Hospital del Mar Research Institute, Barcelona, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., García Martínez D; Department of Psychiatry, Clinical Psychology and Mental Health, La Paz University Hospital, Madrid, Spain; Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain., Grande I; Department of Medicine, Faculty of Medicine and Health Sciences, Institute of Neurosciences (UBNeuro), University of Barcelona (UB), Catalonia, Spain; Bipolar and Depressive Disorders Unit, Hospital Clinic de Barcelona, Barcelona, Spain; Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain. Electronic address: igrande@clinic.cat., Jiménez-Treviño L; Department of Psychology, Universidad de Oviedo, Oviedo, Spain; Instituto Universitario de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain; Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain; Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Mann JJ; Division of Molecular Imaging and Neuropathology Area, New York State Psychiatric Institute, New York, United States of America; Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, United States of America; Department of Radiology, Columbia University Irving Medical Center, New York, New York, United States of America., McIntyre SR; Department of Psychiatry and Pharmacology, University of Toronto, Canada., Oliva V; Department of Medicine, Faculty of Medicine and Health Sciences, Institute of Neurosciences (UBNeuro), University of Barcelona (UB), Catalonia, Spain; Bipolar and Depressive Disorders Unit, Hospital Clinic de Barcelona, Barcelona, Spain; Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain., Palao Á; Department of Psychiatry, Clinical Psychology and Mental Health, La Paz University Hospital, Madrid, Spain; Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain; Department of Psychiatry, Universidad Autónoma de Madrid (UAM), Madrid, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Palao DJ; Department of Mental Health, Corporació Sanitaria Parc Taulí de Sabadell, Barcelona, Spain; Institut d'Investigació I Innovació Parc Taulí (I3PT), Institut de Neurociències, Unitat de Neurociència Traslacional - Universitat Autònoma de Barcelona, Bellaterra, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Pérez-Diez I; Universidad Complutense de Madrid, Spain., Ruiz-Vegüilla M; Department of Medicine & Psychiatry, University Hospital Virgen del Rocio, IBiS, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Sáiz PA; Department of Psychology, Universidad de Oviedo, Oviedo, Spain; Instituto Universitario de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain; Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain; Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Zorrilla I; BIORABA, Department of Psychiatry, Hospital Universitario de Alava; University of the Basque Country, UPV/EHU, Leioa, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain., Pérez-Solà V; Hospital del Mar Research Institute, Barcelona, Spain; Department of Psychiatry, Hospital del Mar, Universitat Pompeu Fabra, UPF, Barcelona, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain.
Corporate Authors: SURVIVE CONSORTIUM
Source: Journal of affective disorders [J Affect Disord] 2026 Jun 15; Vol. 403, pp. 121306. Date of Electronic Publication: 2026 Feb 17.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: Elsevier/North-Holland Biomedical Press Country of Publication: Netherlands NLM ID: 7906073 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1573-2517 (Electronic) Linking ISSN: 01650327 NLM ISO Abbreviation: J Affect Disord Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1573-2517
DOI:10.1016/j.jad.2026.121306