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Research Studies is a compilation of published research articles funded by AHRQ or authored by AHRQ researchers.
Results
1 to 2 of 2 Research Studies DisplayedNi Y, Barzman D, Bachtel A
Finding warning markers: Leveraging natural language processing and machine learning technologies to detect risk of school violence.
In their earlier research, the authors developed a risk assessment program to interview subjects, identify risk and protective factors, and evaluate risk for school violence; their current study focused on developing natural language processing (NLP) and machine learning technologies to automate the risk assessment process. They found that, by analyzing the content from subject interviews, the NLP and machine learning algorithms showed good capacity for detecting risk of school violence. The feature selection uncovered multiple warning markers that could deliver useful clinical insights to assist personalizing intervention. Consequently, the developed approach offered the promise of an accurate and scalable computerized screening service for preventing school violence.
AHRQ-funded; HS024983.
Citation: Ni Y, Barzman D, Bachtel A .
Finding warning markers: Leveraging natural language processing and machine learning technologies to detect risk of school violence.
Int J Med Inform 2020 Jul;139:104137. doi: 10.1016/j.ijmedinf.2020.104137..
Keywords: Children/Adolescents, Domestic Violence, Risk
Gilbert AL, Bauer NS, Carroll AE
Child exposure to parental violence and psychological distress associated with delayed milestones.
The researchers examined the association between parental report of intimate partner violence (IPV) and parental psychological distress (PPD) with child attainment of developmental milestones. They found that parental report of both IPV and PPD during the first 72 months of a child’s life is significantly associated with developmental milestone failure across all 4 developmental domains and within the domains of language, personal-social, and gross motor development.
AHRQ-funded; HS017939; HS018453.
Citation: Gilbert AL, Bauer NS, Carroll AE .
Child exposure to parental violence and psychological distress associated with delayed milestones.
Pediatrics 2013 Dec;132(6):e1577-83. doi: 10.1542/peds.2013-1020..
Keywords: Children/Adolescents, Domestic Violence, Family Health and History, Depression, Anxiety, Behavioral Health