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Identifying most important predictors for suicidal thoughts and behaviours among healthcare workers active during the Spain COVID-19 pandemic: a machine-learning approach.

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Title: Identifying most important predictors for suicidal thoughts and behaviours among healthcare workers active during the Spain COVID-19 pandemic: a machine-learning approach.
Authors: Alayo I; Hospital del Mar Research Institute, Barcelona, Spain.; Biosistemak Institute for Health Systems Research, Bilbao, Bizkaia, Spain.; Red de Investigación en Cronicidad, Atención Primaria y Promoción de la Salud RICAPPS-(RICORS), Instituto de Salud Carlos III (ISCIII), Madrid, Spain.; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain., Pujol O; Departament de Matemàtiques i Informàtica, Universitat de Barcelona, Barcelona, Spain., Alonso J; Hospital del Mar Research Institute, Barcelona, Spain.; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain., Ferrer M; Hospital del Mar Research Institute, Barcelona, Spain.; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain., Amigo F; Hospital del Mar Research Institute, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain., Portillo-Van Diest A; Hospital del Mar Research Institute, Barcelona, Spain.; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain., Aragonès E; Institut d'Investigació en Atenció Primària IDIAP Jordi Gol, Barcelona, Spain.; Atenció Primària Camp de Tarragona, Institut Català de la Salut, Tarragona, Spain., Aragon Peña A; Epidemiology Unit, Regional Ministry of Health, Community of Madrid, Madrid, Spain.; Fundación Investigación e Innovación Biosanitaria de AP, Comunidad de Madrid, Madrid, Spain., Asúnsolo Del Barco Á; Department of Surgery, Medical and Social Sciences, Faculty of Medicine and Health Sciences, University of Alcala, Alcalá de Henares, Spain.; Ramón y Cajal Institute of Sanitary Research (IRYCIS), Madrid, Spain.; Department of Epidemiology and Biostatistics, Graduate School of Public Health and Health Policy, The City University of New York, New York, NY, USA., Campos M; Service of Prevention of Labor Risks, Medical Emergencies System, Generalitat de Catalunya, Barcelona, Spain., Espuga M; Occupational Health Service, Hospital Universitari Vall d'Hebron, Barcelona, Spain., González-Pinto A; BIOARABA, Hospital Universitario Araba-Santiago, UPV/EHU, Vitoria-Gasteiz, Spain.; CIBER Salud Mental (CIBERSAM), Madrid, Spain., Haro JM; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Parc Sanitari Sant Joan de Déu, Institut de Recerca Sant Joan de Deu (IRSJD), Sant Boi de Llobregat, Barcelona, Spain., López-Fresneña N; Hospital General Universitario Gregorio Marañón, Madrid, Spain., Martínez de Salázar AD; UGC Salud Mental, Hospital Universitario Torrecárdenas, Almería, Spain., Molina JD; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Villaverde Mental Health Center, Clinical Management Area of Psychiatry and Mental Health, Psychiatric Service, Hospital Universitario 12 de Octubre, Madrid, Spain.; Research Institute Hospital 12 de Octubre (i+12), Madrid, Spain.; Facultad de Medicina, Universidad Francisco de Vitoria, Madrid, Spain., Ortí-Lucas RM; Servicio de Medicina Preventiva y Calidad Asistencial, Hospital Clínic Universitari de Valencia, Valencia, Spain., Parellada M; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Hospital General Universitario Gregorio Marañón, Madrid, Spain., Pelayo-Terán JM; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Servicio de Psiquiatría y Salud Mental, Hospital el Bierzo, Gerencia de Asistencia Sanitaria del Bierzo (GASBI). Gerencia Regional de Salud de Castilla y Leon (SACYL), Ponferrada, León, Spain.; Area de Medicina Preventiva y Salud Pública, Departamento de Ciencias Biomédicas, Universidad de León, León, Spain., Forjaz MJ; Red de Investigación en Cronicidad, Atención Primaria y Promoción de la Salud RICAPPS-(RICORS), Instituto de Salud Carlos III (ISCIII), Madrid, Spain.; National Center of Epidemiology, Instituto de Salud Carlos III (ISCIII), Madrid, Spain., Pérez-Zapata A; Hospital Universitario Príncipe de Asturias, Servicio de Prevención de Riesgos Laborales, Spain., Pijoan JI; Red de Investigación en Cronicidad, Atención Primaria y Promoción de la Salud RICAPPS-(RICORS), Instituto de Salud Carlos III (ISCIII), Madrid, Spain.; Clinical Epidemiology Unit-Hospital Universitario Cruces/ OSI EEC, Biobizkaia Health Research Institute, Barakaldo, Spain., Plana N; Red de Investigación en Cronicidad, Atención Primaria y Promoción de la Salud RICAPPS-(RICORS), Instituto de Salud Carlos III (ISCIII), Madrid, Spain.; Ramón y Cajal University Hospital, IRYCIS, Department of Surgery, Medical and Social Sciences, Faculty of Medicine and Health Sciences, University of Alcalá, Alcala de Henares, MAD, Spain., Polentinos-Castro E; Service of Prevention of Labor Risks, Medical Emergencies System, Generalitat de Catalunya, Barcelona, Spain.; Research Unit, Primary Care Management, Madrid Health Service, Madrid, Spain.; Department of Medical Specialities and Public Health, King Juan Carlos University, Madrid, Spain., Puig MT; Universitat Autònoma de Barcelona (UAB), Barcelona, Spain.; Department of Epidemiology and Public Health, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain.; Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain.; CIBER Enfermedades Cardiovasculares (CIBERCV), Madrid, Spain., Rius C; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.; Agència de Salut Pública de Barcelona, Barcelona, Spain., Sanz F; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.; Research Progamme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute, Barcelona, Spain.; Instituto Nacional de Bioinformatica - ELIXIR-ES, Barcelona, Spain., Serra C; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.; CiSAL-Centro de Investigación en Salud Laboral, Hospital del Mar Research Institute/University Pompeu Fabra, Barcelona, Spain.; Occupational Health Service, Hospital del Mar, Barcelona, Spain., Urreta-Barallobre I; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.; Osakidetza Basque Health Service, Donostialdea Integrated Health Organisation, Donostia University Hospital, Clinical Epidemiology Unit, San Sebastián, Spain.; Biodonostia Health Research Institute, Clinical Epidemiology, San Sebastián, Spain., Bruffaerts R; Center for Public Health Psychiatry, Universitair Psychiatrisch Centrum, KU Leuven, Leuven, Belgium., Vieta E; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, Barcelona, Spain., Pérez-Solá V; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Universitat Autònoma de Barcelona (UAB), Barcelona, Spain.; Institute of Neuropsychiatry and Addiction (INAD), Parc de Salut Mar, Barcelona, Spain., Mortier P; Hospital del Mar Research Institute, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain., Vilagut G; Hospital del Mar Research Institute, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.
Corporate Authors: MINDCOVID Working group
Source: Epidemiology and psychiatric sciences [Epidemiol Psychiatr Sci] 2025 May 08; Vol. 34, pp. e28. Date of Electronic Publication: 2025 May 08.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: Cambridge University Press Country of Publication: England NLM ID: 101561091 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-7979 (Electronic) Linking ISSN: 20457960 NLM ISO Abbreviation: Epidemiol Psychiatr Sci Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Identifying most important predictors for suicidal thoughts and behaviours among healthcare workers active during the Spain COVID-19 pandemic: a machine-learning approach.
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  Data: <searchLink fieldCode="AU" term="%22Alayo+I%22">Alayo I</searchLink>; Hospital del Mar Research Institute, Barcelona, Spain.; Biosistemak Institute for Health Systems Research, Bilbao, Bizkaia, Spain.; Red de Investigación en Cronicidad, Atención Primaria y Promoción de la Salud RICAPPS-(RICORS), Instituto de Salud Carlos III (ISCIII), Madrid, Spain.; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Pujol+O%22">Pujol O</searchLink>; Departament de Matemàtiques i Informàtica, Universitat de Barcelona, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Alonso+J%22">Alonso J</searchLink>; Hospital del Mar Research Institute, Barcelona, Spain.; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Ferrer+M%22">Ferrer M</searchLink>; Hospital del Mar Research Institute, Barcelona, Spain.; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Amigo+F%22">Amigo F</searchLink>; Hospital del Mar Research Institute, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Portillo-Van+Diest+A%22">Portillo-Van Diest A</searchLink>; Hospital del Mar Research Institute, Barcelona, Spain.; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Aragonès+E%22">Aragonès E</searchLink>; Institut d'Investigació en Atenció Primària IDIAP Jordi Gol, Barcelona, Spain.; Atenció Primària Camp de Tarragona, Institut Català de la Salut, Tarragona, Spain.<br /><searchLink fieldCode="AU" term="%22Aragon+Peña+A%22">Aragon Peña A</searchLink>; Epidemiology Unit, Regional Ministry of Health, Community of Madrid, Madrid, Spain.; Fundación Investigación e Innovación Biosanitaria de AP, Comunidad de Madrid, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Asúnsolo+Del+Barco+Á%22">Asúnsolo Del Barco Á</searchLink>; Department of Surgery, Medical and Social Sciences, Faculty of Medicine and Health Sciences, University of Alcala, Alcalá de Henares, Spain.; Ramón y Cajal Institute of Sanitary Research (IRYCIS), Madrid, Spain.; Department of Epidemiology and Biostatistics, Graduate School of Public Health and Health Policy, The City University of New York, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Campos+M%22">Campos M</searchLink>; Service of Prevention of Labor Risks, Medical Emergencies System, Generalitat de Catalunya, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Espuga+M%22">Espuga M</searchLink>; Occupational Health Service, Hospital Universitari Vall d'Hebron, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22González-Pinto+A%22">González-Pinto A</searchLink>; BIOARABA, Hospital Universitario Araba-Santiago, UPV/EHU, Vitoria-Gasteiz, Spain.; CIBER Salud Mental (CIBERSAM), Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Haro+JM%22">Haro JM</searchLink>; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Parc Sanitari Sant Joan de Déu, Institut de Recerca Sant Joan de Deu (IRSJD), Sant Boi de Llobregat, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22López-Fresneña+N%22">López-Fresneña N</searchLink>; Hospital General Universitario Gregorio Marañón, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Martínez+de+Salázar+AD%22">Martínez de Salázar AD</searchLink>; UGC Salud Mental, Hospital Universitario Torrecárdenas, Almería, Spain.<br /><searchLink fieldCode="AU" term="%22Molina+JD%22">Molina JD</searchLink>; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Villaverde Mental Health Center, Clinical Management Area of Psychiatry and Mental Health, Psychiatric Service, Hospital Universitario 12 de Octubre, Madrid, Spain.; Research Institute Hospital 12 de Octubre (i+12), Madrid, Spain.; 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Gerencia Regional de Salud de Castilla y Leon (SACYL), Ponferrada, León, Spain.; Area de Medicina Preventiva y Salud Pública, Departamento de Ciencias Biomédicas, Universidad de León, León, Spain.<br /><searchLink fieldCode="AU" term="%22Forjaz+MJ%22">Forjaz MJ</searchLink>; Red de Investigación en Cronicidad, Atención Primaria y Promoción de la Salud RICAPPS-(RICORS), Instituto de Salud Carlos III (ISCIII), Madrid, Spain.; National Center of Epidemiology, Instituto de Salud Carlos III (ISCIII), Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Pérez-Zapata+A%22">Pérez-Zapata A</searchLink>; Hospital Universitario Príncipe de Asturias, Servicio de Prevención de Riesgos Laborales, Spain.<br /><searchLink fieldCode="AU" term="%22Pijoan+JI%22">Pijoan JI</searchLink>; Red de Investigación en Cronicidad, Atención Primaria y Promoción de la Salud RICAPPS-(RICORS), Instituto de Salud Carlos III (ISCIII), Madrid, Spain.; Clinical Epidemiology Unit-Hospital Universitario Cruces/ OSI EEC, Biobizkaia Health Research Institute, Barakaldo, Spain.<br /><searchLink fieldCode="AU" term="%22Plana+N%22">Plana N</searchLink>; Red de Investigación en Cronicidad, Atención Primaria y Promoción de la Salud RICAPPS-(RICORS), Instituto de Salud Carlos III (ISCIII), Madrid, Spain.; Ramón y Cajal University Hospital, IRYCIS, Department of Surgery, Medical and Social Sciences, Faculty of Medicine and Health Sciences, University of Alcalá, Alcala de Henares, MAD, Spain.<br /><searchLink fieldCode="AU" term="%22Polentinos-Castro+E%22">Polentinos-Castro E</searchLink>; Service of Prevention of Labor Risks, Medical Emergencies System, Generalitat de Catalunya, Barcelona, Spain.; Research Unit, Primary Care Management, Madrid Health Service, Madrid, Spain.; Department of Medical Specialities and Public Health, King Juan Carlos University, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Puig+MT%22">Puig MT</searchLink>; Universitat Autònoma de Barcelona (UAB), Barcelona, Spain.; Department of Epidemiology and Public Health, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain.; Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain.; CIBER Enfermedades Cardiovasculares (CIBERCV), Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Rius+C%22">Rius C</searchLink>; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.; Agència de Salut Pública de Barcelona, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Sanz+F%22">Sanz F</searchLink>; Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra, Barcelona, Spain.; Research Progamme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute, Barcelona, Spain.; Instituto Nacional de Bioinformatica - ELIXIR-ES, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Serra+C%22">Serra C</searchLink>; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.; CiSAL-Centro de Investigación en Salud Laboral, Hospital del Mar Research Institute/University Pompeu Fabra, Barcelona, Spain.; Occupational Health Service, Hospital del Mar, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Urreta-Barallobre+I%22">Urreta-Barallobre I</searchLink>; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.; Osakidetza Basque Health Service, Donostialdea Integrated Health Organisation, Donostia University Hospital, Clinical Epidemiology Unit, San Sebastián, Spain.; Biodonostia Health Research Institute, Clinical Epidemiology, San Sebastián, Spain.<br /><searchLink fieldCode="AU" term="%22Bruffaerts+R%22">Bruffaerts R</searchLink>; Center for Public Health Psychiatry, Universitair Psychiatrisch Centrum, KU Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Vieta+E%22">Vieta E</searchLink>; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Pérez-Solá+V%22">Pérez-Solá V</searchLink>; CIBER Salud Mental (CIBERSAM), Madrid, Spain.; Universitat Autònoma de Barcelona (UAB), Barcelona, Spain.; Institute of Neuropsychiatry and Addiction (INAD), Parc de Salut Mar, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Mortier+P%22">Mortier P</searchLink>; Hospital del Mar Research Institute, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Vilagut+G%22">Vilagut G</searchLink>; Hospital del Mar Research Institute, Barcelona, Spain.; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.
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