Predicting the Population Risk of Suicide Using Routinely Collected Health Administrative Data in Quebec, Canada: Model-Based Synthetic Estimation Study
Wang J, Kharrat F, Gariépy G, Gagné C, Pelletier J, Massamba V, Lévesque P, Mohammed M, Lesage A. Predicting the Population Risk of Suicide Using Routinely Collected Health Administrative Data in Quebec, Canada: Model-Based Synthetic Estimation Study. JMIR Public Health And Surveillance 2024, 10: e52773. PMID: 38941610, PMCID: PMC11245657, DOI: 10.2196/52773.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentAdultAgedCase-Control StudiesFemaleHumansMaleMiddle AgedQuebecRisk AssessmentRisk FactorsSuicideYoung AdultConceptsHealth administrative dataCommunity-level predictorsRisk prediction modelHealth care systemPopulation riskAdministrative dataHigh-risk regionsHealth systemCare systemIndividual's risk of suicideApplication of risk prediction modelsPopulation health planningHealth administrative databasesSignificant public health issueCase-control study designCommunity-level variablesRisk prediction toolsPublic health issueRisk of suicideSex-specific modelsProportion of suicidesIndividual-level predictorsAdministrative databasesHealth plansSuicide preventionExplainable artificial intelligence models for predicting risk of suicide using health administrative data in Quebec
Kharrat F, Gagne C, Lesage A, Gariépy G, Pelletier J, Brousseau-Paradis C, Rochette L, Pelletier E, Lévesque P, Mohammed M, Wang J. Explainable artificial intelligence models for predicting risk of suicide using health administrative data in Quebec. PLOS ONE 2024, 19: e0301117. PMID: 38568987, PMCID: PMC10990247, DOI: 10.1371/journal.pone.0301117.Peer-Reviewed Original ResearchMeSH KeywordsArtificial IntelligenceCase-Control StudiesFemaleHumansMaleQuebecRoutinely Collected Health DataSuicideConceptsQuebec Integrated Chronic Disease Surveillance SystemLogistic regressionChronic Disease Surveillance SystemPredicting risk of suicideMental health service planningPrimary care programsHealth administrative dataHealth service planningCommunity level variablesCase-control study designPositive predictive valueManaged care systemRisk of suicideDisease surveillance systemsCare programProvince of QuebecSubstance use disordersCare systemMental healthSuicide preventionCommunity factorsService planningAdministrative dataPopulation riskExperience of suicidal behaviors