View in EDS

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

Saved in:
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
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41702460
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Prediction models for suicide reattempts by lasso regression through machine learning models: Single versus multiple suicide attempters.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Roberto+N%22">Roberto N</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22De+Prisco+M%22">De Prisco M</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Andreo-Jover+J%22">Andreo-Jover J</searchLink>; Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain; Department of Psychiatry, Universidad Autónoma de Madrid (UAM), Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Arqueros+M%22">Arqueros M</searchLink>; Universidad Autónoma de Madrid, CIBERSAM, Spain.<br /><searchLink fieldCode="AU" term="%22Ayad+Ahmed+W%22">Ayad Ahmed W</searchLink>; Hospital Clínico San Carlos, Spain.<br /><searchLink fieldCode="AU" term="%22Bobes-Bascarán+M+T%22">Bobes-Bascarán M T</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Canal-Rivero+M%22">Canal-Rivero M</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Cebrià+AI%22">Cebrià AI</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Crespo-Facorro+B%22">Crespo-Facorro B</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22de+la+Torre+A%22">de la Torre A</searchLink>; Universidad Complutense de Madrid, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Diaz-Marsá+M%22">Diaz-Marsá M</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Elices+M%22">Elices M</searchLink>; Hospital del Mar Research Institute, Barcelona, Spain; Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22García+Martínez+D%22">García Martínez D</searchLink>; Department of Psychiatry, Clinical Psychology and Mental Health, La Paz University Hospital, Madrid, Spain; Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Grande+I%22">Grande I</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Jiménez-Treviño+L%22">Jiménez-Treviño L</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Mann+JJ%22">Mann JJ</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22McIntyre+SR%22">McIntyre SR</searchLink>; Department of Psychiatry and Pharmacology, University of Toronto, Canada.<br /><searchLink fieldCode="AU" term="%22Oliva+V%22">Oliva V</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Palao+Á%22">Palao Á</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Palao+DJ%22">Palao DJ</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Pérez-Diez+I%22">Pérez-Diez I</searchLink>; Universidad Complutense de Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Ruiz-Vegüilla+M%22">Ruiz-Vegüilla M</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Sáiz+PA%22">Sáiz PA</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Zorrilla+I%22">Zorrilla I</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Pérez-Solà+V%22">Pérez-Solà V</searchLink>; 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.
– Name: AuthorCorporate
  Label: Corporate Authors
  Group: Au
  Data: <searchLink fieldCode="CA" term="%22SURVIVE+CONSORTIUM%22">SURVIVE CONSORTIUM</searchLink>
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%227906073%22">Journal of affective disorders</searchLink> [J Affect Disord] 2026 Jun 15; Vol. 403, pp. 121306. <i>Date of Electronic Publication: </i>2026 Feb 17.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article; Multicenter Study
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%2FNorth-Holland+Biomedical+Press%22">Elsevier/North-Holland Biomedical Press </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>7906073 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1573-2517 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201650327%22">01650327 </searchLink><i>NLM ISO Abbreviation: </i>J Affect Disord <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41702460
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1016/j.jad.2026.121306
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: 121306
    Titles:
      – TitleFull: Prediction models for suicide reattempts by lasso regression through machine learning models: Single versus multiple suicide attempters.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Roberto N
      – PersonEntity:
          Name:
            NameFull: De Prisco M
      – PersonEntity:
          Name:
            NameFull: Andreo-Jover J
      – PersonEntity:
          Name:
            NameFull: Arqueros M
      – PersonEntity:
          Name:
            NameFull: Ayad Ahmed W
      – PersonEntity:
          Name:
            NameFull: Bobes-Bascarán M T
      – PersonEntity:
          Name:
            NameFull: Canal-Rivero M
      – PersonEntity:
          Name:
            NameFull: Cebrià AI
      – PersonEntity:
          Name:
            NameFull: Crespo-Facorro B
      – PersonEntity:
          Name:
            NameFull: de la Torre A
      – PersonEntity:
          Name:
            NameFull: Diaz-Marsá M
      – PersonEntity:
          Name:
            NameFull: Elices M
      – PersonEntity:
          Name:
            NameFull: García Martínez D
      – PersonEntity:
          Name:
            NameFull: Grande I
      – PersonEntity:
          Name:
            NameFull: Jiménez-Treviño L
      – PersonEntity:
          Name:
            NameFull: Mann JJ
      – PersonEntity:
          Name:
            NameFull: McIntyre SR
      – PersonEntity:
          Name:
            NameFull: Oliva V
      – PersonEntity:
          Name:
            NameFull: Palao Á
      – PersonEntity:
          Name:
            NameFull: Palao DJ
      – PersonEntity:
          Name:
            NameFull: Pérez-Diez I
      – PersonEntity:
          Name:
            NameFull: Ruiz-Vegüilla M
      – PersonEntity:
          Name:
            NameFull: Sáiz PA
      – PersonEntity:
          Name:
            NameFull: Zorrilla I
      – PersonEntity:
          Name:
            NameFull: Pérez-Solà V
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 15
              M: 06
              Text: 2026 Jun 15
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1573-2517
          Numbering:
            – Type: volume
              Value: 403
          Titles:
            – TitleFull: Journal of affective disorders
              Type: main
ResultId 1