The mental health issues of college students have become an increasingly prominent social problem,exerting severe impacts on their academic performance and overall well-being.Early identification of Interpersonal Sens...The mental health issues of college students have become an increasingly prominent social problem,exerting severe impacts on their academic performance and overall well-being.Early identification of Interpersonal Sensitivity(IS)in students serves as an effective approach to detect psychological problems and provide timely intervention.In this study,958 freshmen from higher education institutions in Zhejiang Province were selected as participants.We proposed a Multi-Strategy Artemisinin Optimization(MSAO)algorithm by enhancing the Artemisinin Optimization(AO)framework through the integration of a group-guided elimination strategy and a two-stage consolidation strategy.Subsequently,the MSAO was combined with the Fuzzy K-Nearest Neighbor(FKNN)classifier to develop the bMSAO-FKNN predictive model for assessing college students’IS.The proposed algorithm’s efficacy was validated through the CEC 2017 benchmark test suite,while the model’s performance was evaluated on the IS dataset,achieving an accuracy rate of 97.81%.These findings demonstrate that the bMSAO-FKNN model not only ensures high predictive accuracy but also offers interpretability for IS prediction,making it a valuable tool for mental health monitoring in academic settings.展开更多
Background:It has been broadly witnessed that a large number of adolescents are suffering emotional and mental health problems after COVID-19,and such adverse experiences in early life often extend into adulthood,resu...Background:It has been broadly witnessed that a large number of adolescents are suffering emotional and mental health problems after COVID-19,and such adverse experiences in early life often extend into adulthood,resulting in serious long-term implications.However,it is accepted that the literature examining the relationship between mental health problems in adolescents and their underlying psychological factors is limited.The purposes of the current study were to identify mental health problems of Korean adolescents and to investigate the possible influence of self-esteem,self-efficacy,and health locus of control on mental health problems.Methods:A total of 2104 Korean adolescents were randomly recruited from junior high and high schools located in Seoul,Korea.The Korean Symptom Checklist,and Self-esteem Scale,Health Locus of Control Scale,Self-efficacy Scale were applied to identify mental health problems and psychological factors among adolescents.Frequency analysis,independent t-tests,one-way ANOVA,correlation analysis,and multiple regression analysis were performed to test the study hypothesis.Results:Korean adolescents showed a high prevalence of depression(61.4%),anxiety(44.7%),interpersonal sensitivity(76.1%),and hostility(40.3%).In addition,the findings indicated significant gender and age differences in adolescent mental health problems.Moreover,results reported that the adolescents’mental health problems were significantly associated with psychological factors(R^(2)=0.51 for depression,0.38 for anxiety,0.33 for interpersonal sensitivity,and 0.23 for hostility).Conclusions:The current findings highlight the need for comprehensive,culturally relevant mental health strategies for Korean adolescents.The interventions that foster psychological resilience,promote positive self-concept,and encourage internal control beliefs may be effective in mitigating mental health challenges.展开更多
文摘The mental health issues of college students have become an increasingly prominent social problem,exerting severe impacts on their academic performance and overall well-being.Early identification of Interpersonal Sensitivity(IS)in students serves as an effective approach to detect psychological problems and provide timely intervention.In this study,958 freshmen from higher education institutions in Zhejiang Province were selected as participants.We proposed a Multi-Strategy Artemisinin Optimization(MSAO)algorithm by enhancing the Artemisinin Optimization(AO)framework through the integration of a group-guided elimination strategy and a two-stage consolidation strategy.Subsequently,the MSAO was combined with the Fuzzy K-Nearest Neighbor(FKNN)classifier to develop the bMSAO-FKNN predictive model for assessing college students’IS.The proposed algorithm’s efficacy was validated through the CEC 2017 benchmark test suite,while the model’s performance was evaluated on the IS dataset,achieving an accuracy rate of 97.81%.These findings demonstrate that the bMSAO-FKNN model not only ensures high predictive accuracy but also offers interpretability for IS prediction,making it a valuable tool for mental health monitoring in academic settings.
基金supported by Seoul National University of Science and Technology.
文摘Background:It has been broadly witnessed that a large number of adolescents are suffering emotional and mental health problems after COVID-19,and such adverse experiences in early life often extend into adulthood,resulting in serious long-term implications.However,it is accepted that the literature examining the relationship between mental health problems in adolescents and their underlying psychological factors is limited.The purposes of the current study were to identify mental health problems of Korean adolescents and to investigate the possible influence of self-esteem,self-efficacy,and health locus of control on mental health problems.Methods:A total of 2104 Korean adolescents were randomly recruited from junior high and high schools located in Seoul,Korea.The Korean Symptom Checklist,and Self-esteem Scale,Health Locus of Control Scale,Self-efficacy Scale were applied to identify mental health problems and psychological factors among adolescents.Frequency analysis,independent t-tests,one-way ANOVA,correlation analysis,and multiple regression analysis were performed to test the study hypothesis.Results:Korean adolescents showed a high prevalence of depression(61.4%),anxiety(44.7%),interpersonal sensitivity(76.1%),and hostility(40.3%).In addition,the findings indicated significant gender and age differences in adolescent mental health problems.Moreover,results reported that the adolescents’mental health problems were significantly associated with psychological factors(R^(2)=0.51 for depression,0.38 for anxiety,0.33 for interpersonal sensitivity,and 0.23 for hostility).Conclusions:The current findings highlight the need for comprehensive,culturally relevant mental health strategies for Korean adolescents.The interventions that foster psychological resilience,promote positive self-concept,and encourage internal control beliefs may be effective in mitigating mental health challenges.
