Alayo, ItxasoPujol, OriolAlonso, JordiFerrer, MontseAmigo, FrancoPortillo-Van Diest, AnaAragonès, EnricAragon Peña, AndrésAsúnsolo Del Barco, ÁngelCampos, MireiaEspuga, MeritxellGonzález-Pinto, AnaHaro, Josep MariaLópez-Fresneña, NievesMartínez De Salázar, Alma D.Molina, Juan D.Ortí-Lucas, Rafael M.Parellada, MaraPelayo-Terán, José MariaForjaz, Maria JoãoPérez-Zapata, AuroraPijoan, José IgnacioPlana, NievesPolentinos-Castro, ElenaPuig, Maria TeresaRius, CristinaSanz, FerranSerra, CònsolUrreta-Barallobre, IratxeBruffaerts, RonnyVieta, EduardPérez-Solá, VíctorMortier, PhilippeVilagut, Gemma2026-01-272026-01-272025-05-08Alayo, I, Pujol, O, Alonso, J, Ferrer, M, Amigo, F, Portillo-Van Diest, A, Aragonès, E, Aragon Peña, A, Asúnsolo Del Barco, Á, Campos, M, Espuga, M, González-Pinto, A, Haro, J M, López-Fresneña, N, Martínez De Salázar, A D, Molina, J D, Ortí-Lucas, R M, Parellada, M, Pelayo-Terán, J M, Forjaz, M J, Pérez-Zapata, A, Pijoan, J I, Plana, N, Polentinos-Castro, E, Puig, M T, Rius, C, Sanz, F, Serra, C, Urreta-Barallobre, I, Bruffaerts, R, Vieta, E, Pérez-Solá, V, Mortier, P & Vilagut, G 2025, 'Identifying most important predictors for suicidal thoughts and behaviours among healthcare workers active during the Spain COVID-19 pandemic : A machine-learning approach', Epidemiology and Psychiatric Sciences, vol. 34, e28. https://doi.org/10.1017/S20457960250001982045-7960PubMedCentral: PMC12090031https://hdl.handle.net/10641/7543Publisher Copyright: © 2025 The Author(s).1231156enghttp://creativecommons.org/licenses/by-nc-nd/4.0/attempted suicideinterpretabilitymachine learningmental healthsuicidal ideationEpidemiologyPublic Health, Environmental and Occupational HealthPsychiatry and Mental healthSDG 3 - Good Health and Well-beingJournal ArticleMulticenter StudyYesyesjournal articleopen access10.1017/S2045796025000198https://www.scopus.com/pages/publications/105004862602https://www.scopus.com/pages/publications/105004862602#tab=citedBy