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청소년의 잠재혼합된 부당피해 경험의 GMM에 따른 CARET: 인권 및 참여활동 중심으로
박해선 ( Park Hae Seon ),김현옥 ( Kim Hyun Ok ) 한국청소년복지학회 2022 청소년복지연구 Vol.24 No.2
The purpose of this study was to analyze the classification prediction model related to the characteristic factors of adolescent experience on unjust damage, and the importance of variables of both the human rights and participation activity factors involved in classification prediction. We analyzed the 2017 data of the Child and Adolescent Human Rights Survey using the multiple substitution method, Gaussian Mixture Modeling (GMM) and CARET analysis tool of R. Results are as follows. First, ‘a group with high damage experience’ and ‘a group with low damage experience’ were classified by GMM analysis. It was found that adolescents in the group with high damage experience had the high level of experience on unjust damage in all spaces which they had belonged to. Second, the result of the t-test showed there were significantly lower levels of respect for not only human rights, parents on children’s opinions but school in the group with high harm experience. Also, the guarantee of freedom and the protection of privacy in the group with high harm experience were significantly low. Meanwhile, it was identified that social participation experience and the supply of human rights information were significantly higher in the group with high harm experience. Third, it was predicted that the most important variable was respect for human rights, the second most crucial variable was respect for parents as for children’s thoughts, and the third most vital variable was the guarantee of participation. Based on these results, discussion and suggestions were proposed.
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