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Automated Risk Assessment for School Violence Prevention

Organization CINCINNATI CHILDRENS HOSP MED CTRLocation CINCINNATI, UNITED STATESPosted 1 Apr 2021Deadline 31 Mar 2026 ⚠️
NIHUS FederalResearch GrantFY2025AchievementAchievement AttainmentActive Follow-upAdolescentAdolescent YouthAggressionAggressive behaviorAreaAttitudeBehaviorCausalityCharacteristicsChildhoodChildren's HospitalClinicalCrimeDataData SetDescriptorDevelopmentDropoutEarly InterventionEtiologyEvaluationFamilyFeelingFoundationsGeographic AreaGeographic LocationsGeographic RegionGeographical LocationGoalsHealth BenefitHealth CareImpulsivityIndividualInstitutionInterviewJudgmentKnowledgeLanguageLegal GuardiansLinguisticLinguisticsMachine LearningManualsMedical centerMethodsNICHDNational Institute of Child Health and Human DevelopmentNatural Language ProcessingObservation researchObservation studyObservational StudyObservational researchOutcomePediatric HospitalsPerformancePopulationPredicting RiskPreventionPrevention programProcess AssessmentPropertyPsychiatristPublic HealthQualifyingQuestionnairesROC AnalysesROC CurveRandomizedRecommendationReportingResearchResearch PriorityRiskRisk AssessmentRisk FactorsSafetySamplingSchoolsScientistSiteStructureStudentsSystemTechnologyTestingThinkingTrainingUniversitiesValidationViolenceWorkYouthYouth 10-21active followupautomated assessmentautomated evaluationbullybullyingcausationclinical practicecomputer based predictioncomputerizedcostdeep learning based modeldeep learning modeldesigndesigningdevelopmentaldisease causationearly adulthoodemerging adultexperiencefeelingsfollow upfollow-upfollowed upfollowupforecasting riskgeographic sitehigh riskimpressionimprovedindividualized preventioninnovateinnovationinnovativejuvenilejuvenile humanmachine based learningmachine learning based prediction modelmachine learning based predictive modelmachine learning predictionmachine learning prediction modelnatural language understandingparticipant interviewpediatricpersonalized preventionprecision preventionpredict riskpredict riskspredicted riskpredicted riskspredicting riskspredictive modelingpredictive riskpredicts riskpreventprevent school violencepreventingprospectiverandomisationrandomizationrandomly assignedreal world evidencereceiver operating characteristic analysesreceiver operating characteristic curverecruitrisk predictionrisk predictionsschool violenceschool violence preventionscreeningscreeningsstudy populationteen violencethoughtsvalidationsviolentviolent behavioryouth ageyouth violence

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PROJECT SUMMARY
Acts of school violence have increased over the past decade and over 20% of students report being bullied at

school. School violence has a far-reaching impact on the entire school population, including staff, students and

families. It was noted that the largest crime-prevention results occurred when youth at elevated risk were…

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Automated Risk Assessment for School Violence Prevention β€” CINCINNATI CHILDRENS HOSP MED CTR | UNITED STATES | Apr 2021 | Dev Procure