{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T15:02:20Z","timestamp":1790694140587,"version":"4.1.0"},"reference-count":42,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100003593","name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","doi-asserted-by":"publisher","award":["422500\/2016\\u20130"],"award-info":[{"award-number":["422500\/2016\\u20130"]}],"id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007762","name":"Instituto Nacional de Ci\u00eancia e Tecnologia Translacional em Medicina","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100007762","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004263","name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado do Rio Grande do Sul","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004263","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001807","name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","doi-asserted-by":"publisher","award":["465458\/2014\\u20139"],"award-info":[{"award-number":["465458\/2014\\u20139"]}],"id":[{"id":"10.13039\/501100001807","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001807","name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","doi-asserted-by":"publisher","award":["2014\/50891\\u20131"],"award-info":[{"award-number":["2014\/50891\\u20131"]}],"id":[{"id":"10.13039\/501100001807","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002674","name":"Russian Academy of Sciences","doi-asserted-by":"publisher","award":["17\/2551\\u20130001433\\u20132"],"award-info":[{"award-number":["17\/2551\\u20130001433\\u20132"]}],"id":[{"id":"10.13039\/501100002674","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002674","name":"Russian Academy of Sciences","doi-asserted-by":"publisher","award":["19\/2551\\u20130000689\\u20136"],"award-info":[{"award-number":["19\/2551\\u20130000689\\u20136"]}],"id":[{"id":"10.13039\/501100002674","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Journal of Affective Disorders"],"published-print":{"date-parts":[[2021,12]]},"DOI":"10.1016\/j.jad.2021.08.033","type":"journal-article","created":{"date-parts":[[2021,8,26]],"date-time":"2021-08-26T21:11:00Z","timestamp":1630012260000},"page":"1049-1056","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":22,"special_numbering":"C","title":["5-year incidence of suicide-risk in youth: A gradient tree boosting and SHAP study"],"prefix":"10.1016","volume":"295","author":[{"given":"Pedro L.","family":"Ballester","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1925-8709","authenticated-orcid":false,"given":"Taiane de A.","family":"Cardoso","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fernanda Pedrotti","family":"Moreira","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ricardo A.","family":"da Silva","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tha\u00edse Campos","family":"Mondin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0514-8883","authenticated-orcid":false,"given":"Ricardo M.","family":"Araujo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Flavio","family":"Kapczinski","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Benicio N.","family":"Frey","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Karen","family":"Jansen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Luciano D.","family":"de Mattos Souza","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"3","key":"10.1016\/j.jad.2021.08.033_bib0001","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1590\/S1516-44462000000300003","article-title":"Mini International Neuropsychiatric Interview (MINI): valida\u00e7\u00e3o de Entrevista Breve Para Diagn\u00f3stico de Transtornos Mentais","volume":"22","author":"Amorim","year":"2000","journal-title":"Brazilian J. Psychiatry"},{"issue":"1","key":"10.1016\/j.jad.2021.08.033_bib0002","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1146\/annurev.so.18.080192.000311","article-title":"Social Stress: theory and Research","volume":"18","author":"Aneshensel","year":"1992","journal-title":"Annu. Rev. Sociol."},{"issue":"June","key":"10.1016\/j.jad.2021.08.033_bib0003","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1001\/archpsyc.1961.01710120031004","article-title":"An inventory for measuring depression","volume":"4","author":"Beck","year":"1961","journal-title":"Arch. Gen. Psychiatry"},{"issue":"6","key":"10.1016\/j.jad.2021.08.033_bib0004","doi-asserted-by":"crossref","first-page":"642","DOI":"10.1001\/jamapsychiatry.2019.0174","article-title":"Prediction models for suicide attempts and deaths: a systematic review and simulation","volume":"76","author":"Belsher","year":"2019","journal-title":"JAMA Psychiatry"},{"issue":"6","key":"10.1016\/j.jad.2021.08.033_bib0005","doi-asserted-by":"crossref","first-page":"563","DOI":"10.1001\/jamapsychiatry.2019.0231","article-title":"The two cultures of computational psychiatry","volume":"76","author":"Bennett","year":"2019","journal-title":"JAMA Psychiatry"},{"key":"10.1016\/j.jad.2021.08.033_bib0006","series-title":"Associa\u00e7\u00e3o Brasileira de Empresas de Pesquisa (ABEP)","article-title":"Crit\u00e9rio de Classifica\u00e7\u00e3o Econ\u00f4mica Brasil","author":"Brasil","year":"2008"},{"key":"10.1016\/j.jad.2021.08.033_bib0007","article-title":"Web-Based Injury Statistics Query and Reporting System (WISQARS)","year":"2002","journal-title":"Cdc. Gov\/ncipc\/wisqars"},{"key":"10.1016\/j.jad.2021.08.033_bib0008","series-title":"Proceedings of the 22nd Acm Sigkdd International Conference on Knowledge Discovery and Data Mining","first-page":"785","article-title":"Xgboost: a Scalable Tree Boosting System","author":"Chen","year":"2016"},{"issue":"3","key":"10.1016\/j.jad.2021.08.033_bib0009","first-page":"143","article-title":"Tradu\u00e7\u00e3o Para a L\u00edngua Portuguesa E Valida\u00e7\u00e3o Do Question\u00e1rio Gen\u00e9rico de Avalia\u00e7\u00e3o de Qualidade de Vida SF-36 (Brasil SF-36)","volume":"39","author":"Ciconelli","year":"1999","journal-title":"Rev. Bras Reumatol."},{"issue":"3","key":"10.1016\/j.jad.2021.08.033_bib0010","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1080\/00048670802653331","article-title":"Is suicidality distinguishable from depression? evidence from a community-based sample","volume":"43","author":"Fairweather-Schmidt","year":"2009","journal-title":"Aust. N. Z. J. Psychiatry"},{"issue":"October","key":"10.1016\/j.jad.2021.08.033_bib0011","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1016\/j.jad.2016.05.067","article-title":"The impact of suicidality on health-related quality of life: a latent growth curve analysis of community-based data","volume":"203","author":"Fairweather-Schmidt","year":"2016","journal-title":"J. Affect. Disord."},{"issue":"2","key":"10.1016\/j.jad.2021.08.033_bib0012","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1037\/bul0000084","article-title":"Risk factors for suicidal thoughts and behaviors: a meta-analysis of 50 years of research","volume":"143","author":"Franklin","year":"2017","journal-title":"Psychol. Bull."},{"issue":"4","key":"10.1016\/j.jad.2021.08.033_bib0013","doi-asserted-by":"crossref","first-page":"398","DOI":"10.1001\/jamapsychiatry.2020.4165","article-title":"Identification of suicide attempt risk factors in a national us survey using machine learning","volume":"78","author":"Garc\u00eda de la Garza","year":"2021","journal-title":"JAMA Psychiatry"},{"issue":"2","key":"10.1016\/j.jad.2021.08.033_bib0014","doi-asserted-by":"crossref","first-page":"380","DOI":"10.1590\/S0102-311X2008000200017","article-title":"Avalia\u00e7\u00e3o de desempenho do Self-Reporting Questionnaire como instrumento de rastreamento psiqui\u00e1trico: um estudo comparativo com o Structured Clinical Interview for DSM-IV-TR","volume":"24","author":"Gon\u00e7alves","year":"2008","journal-title":"Cadernos de Sa\u00fade P\u00fablica"},{"issue":"6","key":"10.1016\/j.jad.2021.08.033_bib0015","doi-asserted-by":"crossref","first-page":"346","DOI":"10.1027\/0227-5910\/a000104","article-title":"Perception of health, suicidal ideation, and suicide attempt among adults in the community","volume":"32","author":"Goodwin","year":"2011","journal-title":"Crisis"},{"issue":"1","key":"10.1016\/j.jad.2021.08.033_bib0016","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1001\/jamapsychiatry.2019.2905","article-title":"Prediction of sex-specific suicide risk using machine learning and single-payer health care registry data from Denmark","volume":"77","author":"Gradus","year":"2020","journal-title":"JAMA Psychiatry"},{"key":"10.1016\/j.jad.2021.08.033_bib0017","series-title":"The Neurobiological Basis of Suicide","article-title":"Stress\u2013Diathesis Model of Suicidal Behavior","author":"Heeringen","year":"2012"},{"issue":"2","key":"10.1016\/j.jad.2021.08.033_bib0018","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1590\/S0104-42302004000200039","article-title":"Valida\u00e7\u00e3o Da Vers\u00e3o Brasileira Do Teste de Triagem Do Envolvimento Com \u00e1lcool, Cigarro E Outras Subst\u00e2ncias (ASSIST)","volume":"50","author":"Henrique","year":"2004","journal-title":"Revista Da Associa\u00e7\u00e3o M\u00e9dica Brasileira"},{"key":"10.1016\/j.jad.2021.08.033_bib0019","article-title":"What Do We Need to Build Explainable AI Systems for the Medical Domain?\u201d arXiv [cs.AI]","author":"Holzinger","year":"2017","journal-title":"arXiv"},{"key":"10.1016\/j.jad.2021.08.033_bib0020","unstructured":"\u201cIBGE - Instituto Brasileiro de Geografia e Estat\u0131stica.\u201d 2008. 2008. https:\/\/www.ibge.gov.br\/."},{"issue":"1","key":"10.1016\/j.jad.2021.08.033_bib0021","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1192\/bjp.148.1.23","article-title":"A Validity Study of a Psychiatric Screening Questionnaire (SRQ-20) in Primary Care in the City of Sao Paulo","volume":"148","author":"Jesus Mari","year":"1986","journal-title":"Br. J. Psychiatry: J. Mental Sci."},{"issue":"1","key":"10.1016\/j.jad.2021.08.033_bib0022","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1186\/s12916-019-1426-2","article-title":"Key challenges for delivering clinical impact with artificial intelligence","volume":"17","author":"Kelly","year":"2019","journal-title":"BMC Med."},{"issue":"4","key":"10.1016\/j.jad.2021.08.033_bib0023","doi-asserted-by":"crossref","first-page":"544","DOI":"10.1038\/mp.2016.110","article-title":"Predicting suicides after outpatient mental health visits in the army study to assess risk and resilience in servicemembers (Army STARRS)","volume":"22","author":"Kessler","year":"2017","journal-title":"Mol. Psychiatry"},{"issue":"1","key":"10.1016\/j.jad.2021.08.033_bib0024","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1186\/s40537-018-0151-6","article-title":"A survey on addressing high-class imbalance in big data","volume":"5","author":"Leevy","year":"2018","journal-title":"J. Big Data"},{"key":"10.1016\/j.jad.2021.08.033_bib0025","unstructured":"Lundberg, Scott M., and Su-In Lee. 2017. \u201cA Unified Approach to Interpreting Model Predictions.\u201d In Advances in Neural Information Processing Systems 30, edited by I. Guyon, U. V. Luxburg, S. Bengio, H. Wallach, R. Fergus, S. Vishwanathan et\u00a0al., 4765\u201374. Curran Associates, Inc."},{"issue":"3","key":"10.1016\/j.jad.2021.08.033_bib0026","doi-asserted-by":"crossref","first-page":"254","DOI":"10.1111\/acps.13137","article-title":"Who attempts suicide among medical students?","volume":"141","author":"Marcon","year":"2020","journal-title":"Acta Psychiatr. Scand."},{"key":"10.1016\/j.jad.2021.08.033_bib0027","series-title":"Measuring Health: A Guide to Rating Scales and Questionnaires","author":"McDowell","year":"1996"},{"issue":"June","key":"10.1016\/j.jad.2021.08.033_bib0028","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/j.jad.2020.03.081","article-title":"Predicting future suicidal behaviour in young adults, with different machine learning techniques: a population-based longitudinal study","volume":"271","author":"Mens","year":"2020","journal-title":"J. Affect. Disord."},{"issue":"8","key":"10.1016\/j.jad.2021.08.033_bib0029","doi-asserted-by":"crossref","first-page":"e1","DOI":"10.4088\/JCP.10cs06070blu","article-title":"Suicidality and risk of suicide\u2013definition, drug safety concerns, and a necessary target for drug development: a consensus statement","volume":"71","author":"Meyer","year":"2010","journal-title":"J. Clin. Psychiatry"},{"issue":"March","key":"10.1016\/j.jad.2021.08.033_bib0030","doi-asserted-by":"crossref","first-page":"570","DOI":"10.1016\/j.jad.2019.11.093","article-title":"Prospective prediction of suicide attempts in community adolescents and young adults, using regression methods and machine learning","volume":"265","author":"Mich\u00e9","year":"2020","journal-title":"J. Affect. Disord."},{"key":"10.1016\/j.jad.2021.08.033_bib0031","series-title":"A Prioritized Research Agenda for Suicide Prevention: An Action Plan to Save Lives","year":"2014"},{"issue":"December","key":"10.1016\/j.jad.2021.08.033_bib0032","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1186\/1471-2288-14-137","article-title":"Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints","volume":"14","author":"Ploeg","year":"2014","journal-title":"BMC Med. Res. Methodol."},{"issue":"2","key":"10.1016\/j.jad.2021.08.033_bib0033","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1111\/j.1943-278X.1986.tb00351.x","article-title":"A stress-diathesis theory of suicide","volume":"16","author":"Rubinstein","year":"1986","journal-title":"Suicide Life Threat. Behav."},{"issue":"7","key":"10.1016\/j.jad.2021.08.033_bib0034","doi-asserted-by":"crossref","first-page":"1084","DOI":"10.1038\/s41591-020-0951-z","article-title":"A validated predictive algorithm of post-traumatic stress course following emergency department admission after a traumatic stressor","volume":"26","author":"Schultebraucks","year":"2020","journal-title":"Nat. Med."},{"issue":"1","key":"10.1016\/j.jad.2021.08.033_bib0035","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1590\/S1516-44462009005000011","article-title":"Suicidal ideation in adolescents aged 11 to 15 years: prevalence and associated factors","volume":"32","author":"Souza","year":"2010","journal-title":"Revista Brasileira de Psiquiatria"},{"issue":"1","key":"10.1016\/j.jad.2021.08.033_bib0036","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1038\/s41572-019-0121-0","article-title":"Suicide and suicide risk","volume":"5","author":"Turecki","year":"2019","journal-title":"Nature Rev. Dis. Primers"},{"issue":"2","key":"10.1016\/j.jad.2021.08.033_bib0037","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1111\/acps.12846","article-title":"Mood disorders and prospective suicidality in young adults: a population-based cohort study","volume":"137","author":"Vieira","year":"2018","journal-title":"Acta Psychiatr. Scand."},{"issue":"3","key":"10.1016\/j.jad.2021.08.033_bib0038","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1177\/2167702617691560","article-title":"Predicting risk of suicide attempts over time through machine learning","volume":"5","author":"Walsh","year":"2017","journal-title":"Clin. Psychol. Sci."},{"issue":"3","key":"10.1016\/j.jad.2021.08.033_bib0039","doi-asserted-by":"crossref","first-page":"511","DOI":"10.1111\/jgs.15678","article-title":"Multimorbidity and mental health-related quality of life and risk of completed suicide","volume":"67","author":"Wei","year":"2019","journal-title":"J. Am. Geriatr. Soc."},{"key":"10.1016\/j.jad.2021.08.033_bib0040","article-title":"Suicide in the world: global health estimates","year":"2019","journal-title":"World Health Org."},{"issue":"1","key":"10.1016\/j.jad.2021.08.033_bib0041","doi-asserted-by":"crossref","first-page":"72","DOI":"10.1038\/s41398-020-0684-2","article-title":"Development of an early-warning system for high-risk patients for suicide attempt using deep learning and electronic health records","volume":"10","author":"Zheng","year":"2020","journal-title":"Transl. Psychiatry"},{"issue":"2","key":"10.1016\/j.jad.2021.08.033_bib0042","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1111\/j.1467-9868.2005.00503.x","article-title":"Regularization and variable selection via the elastic net","volume":"67","author":"Zou","year":"2005","journal-title":"J. R. Stat. Soc. Series B Stat. Methodol."}],"container-title":["Journal of Affective Disorders"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0165032721008387?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0165032721008387?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T14:46:48Z","timestamp":1790693208000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0165032721008387"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12]]},"references-count":42,"alternative-id":["S0165032721008387"],"URL":"https:\/\/doi.org\/10.1016\/j.jad.2021.08.033","relation":{},"ISSN":["0165-0327"],"issn-type":[{"value":"0165-0327","type":"print"}],"subject":[],"published":{"date-parts":[[2021,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"5-year incidence of suicide-risk in youth: A gradient tree boosting and SHAP study","name":"articletitle","label":"Article Title"},{"value":"Journal of Affective Disorders","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.jad.2021.08.033","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2021 Elsevier B.V. All rights reserved.","name":"copyright","label":"Copyright"}]}}