• 제목/요약/키워드: Anxiety Depression Prediction

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불안과 우울 예측을 위한 기계학습 알고리즘 (Machine Learning Algorithms for Predicting Anxiety and Depression)

  • 강윤정;이민혜;박혁규
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2022년도 추계학술대회
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    • pp.207-209
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    • 2022
  • IoT환경에서 스마트 디바이스로부터 사람의 신체 활동을 인식하여 생활 패턴 데이터를 수집할 수 있게 되었다. 본 논문에서는 제안된 모델은 예측단계와 추천단계로 구성한다. 예측 단계는 생활 패턴 데이터로부터 수집된 데이터셋을 기계학습을 통해 로지스틱 회귀와 k-최근접 이웃 알고리즘을 활용하여 불안과 우울의 척도를 예측한다. 추천 단계는 불안과 우울 증상으로 분류된 경우 이를 호전시킬 수 있는 음식과 가벼운 운동을 추천하기 위해 주성분 분석 알고리즘을 적용한다. 제안한 불안·우울 예측과 음식·운동 추천은 개인의 삶의 품질 개선에 파급효과가 있을 것으로 기대한다.

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성별에 따른 학령기 후기 아동의 자기유능감, 사회불안, 우울 (Gender Differences in Self-competence, Social Anxiety and Depression in Upper Level Primary School Children)

  • 문소현;조헌하
    • Child Health Nursing Research
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    • 제16권3호
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    • pp.230-238
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    • 2010
  • Purpose: The purpose of this study was to examine gender differences in self-competence, social anxiety and depression in upper level primary school children. Methods: In this cross-sectional study, data were collected from 180 students in grades 5 or 6 (83 boys and 97 girls). The instruments used for this study were a self-report questionnaire, the Self-Perception Profile for Children, the Revised Social Anxiety Scales for Children (SASC-R) and a Depression Instrument. For data analysis, descriptive statistics, t-test, Pearson correlation coefficients, and stepwise multiple regression were used with the SPSS/PC ver 12.0 program. Results: The only gender difference was in depression and girls reported more depression than boys. Social competence showed significantly negative correlations with depression and social anxiety. Gender differences were found in self competence in the prediction of depression and social anxiety. Conclusion: The results of this study indicate that there are gender differences in self competence which influence depression and social anxiety. Thus, enhancing self-competence could prevent social anxiety and depression in children but, differences in gender should be considered when developing programs to enhance self-competence.

대학생의 우울, 불안, 충동성, 공격성과 인터넷 중독과의 관계 - 자아탄력성의 조절효과 (The Relationships among Depression, Anxiety, Impulsivity and Aggression and Internet Addiction of College Students - Moderating Effect of Resilience)

  • 최은미;신점란;배재홍;김명식
    • 한국콘텐츠학회논문지
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    • 제14권8호
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    • pp.329-341
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    • 2014
  • 본 연구는 성별에 따른 인터넷 중독의 차이, 인터넷 중독수준에 따른 우울, 불안, 충동성, 공격성 같은 심리특성의 차이를 규명하고자 했다. 또한 우울, 불안, 충동성, 공격성 같은 심리특성, 인터넷 중독과 자아탄력성 간의 상관을 검증하고, 심리특성과 인터넷 중독과의 관계에 있어 자아탄력성이 조절변인으로 기능하는지 검증하고자 하였다. 이 연구를 위해 전북지역의 5개 학교에 재학 중인 529명의 대학생들(남: 212명, 여: 317명)을 대상으로 인터넷 사용시간, 사용동기, 우울, 불안, 충동성, 공격성, 인터넷 중독, 자아탄력성 등의 설문조사를 실시하고 자료를 수집하였다. 본 연구의 주요한 연구결과는 다음과 같다. 첫째, 남자대학생이 여자대학생에 비해 인터넷 중독 수준이 높았으며, 인터넷 중독수준이 높을수록 우울과 충동성이 높았다. 둘째, 우울, 불안, 충동성 같은 심리특성과 자아탄력성은 인터넷 중독과 정적 상관이 있었다. 셋째, 남성의 경우 불안과 충동성이, 여성의 경우 우울과 충동성이 인터넷 중독이나 과다사용을 증가시키는 부정적 영향이 있었다. 넷째, 여자대학생의 경우 자아탄력성이 심리특성과 인터넷 중독과의 관계에 있어 조절변인으로 기능하는 경향이 검증되었다. 여자대학생의 인터넷 중독이나 과다사용에 대한 효과적인 개입을 위해서는 우울감소와 충동조절 능력의 증진 이외에 자아탄력성을 훈련하고 성장시키기 위한 노력과 개입의 필요성이 제시되었다. 본 연구의 한계점과 향후 연구방향이 논의되었다.

섬유조직염환자의 피로 예측 요인 (Prediction Factors of Fatigue in Patients with Fibromyalgia)

  • 한상숙
    • 동서간호학연구지
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    • 제11권1호
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    • pp.42-50
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    • 2005
  • Purpose: The purpose this research was to provide with basic data in the control of the fatiguer found in the patients with fibromyalgia by analysing the factors that predict that. Method: At three university medical center, appointed 245 out-patients diagnosed of fibromyalgia according to the conditions by American College of Rheumatology (1990). The research instruments used in this study were graphic rating scale(Anxiety, sleep disturbance, pain, joint stiffness and depression), physical activity, the number of tender points, life satisfaction and Self-efficacy scale. In data analysis, SPSS 12.0 program was utilized and data were analyzed using descriptive statistics, Pearson's correlation coefficient and multiple regression. Result: The factors that predict the fatigue of patients with fibromyalgia were sleep disturbance, life satisfaction, pain, joint stiffness, illness duration, and anxiety which explained 50.1% of the fatigue. Conclusion: It has been confirmed that the regression equation model of this research may serve as a fatigue prediction factors in patients with fibromyalgia.

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섬유조직염환자의 수면장애에 영향을 미치는 요인 (Affecting Factor on Sleep Disorder in Patients with Fibromyalgia)

  • 한상숙
    • 근관절건강학회지
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    • 제11권2호
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    • pp.176-186
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    • 2004
  • Purpose: The purpose this research was to provide with basic data in the control of the sleep disorder found in the patients with fibromyalgia by analysing the main factors that affect that. Method: At two university medical center, appointed 171 out-patients diagnosed of fibromyalgia according to the conditions by American College of Rheumatology(1990). The research instruments used in this study were VAS Scale(Anxiety, fatigue, pain, joint stiffness and depression), physical activity family support, the number of tender points and Self-efficacy scale. In data analysis, SPSS 11.0 program was utilized and data were analyzed using descriptive statistics, Pearson's correlation coefficient and multiple regression. Result: The main factors that affect the sleep disorder of patients with fibromyalgia were fatigue, physical activity, and depressions which explained 46.2% of the sleep disorder. Conclusion: It has been confirmed that the regression equation model of this research may serve as a sleep disorder prediction factors in patients with fibromyalgia.

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Predictors of Cognitive Improvement during 12 Weeks of Antidepressant Treatment in Patients with Major Depressive Disorder

  • Lee, Jeong-Ok;Kim, Ju-Wan;Kang, Hee-Ju;Hong, Jin-Pyo;Kim, Jae-Min
    • Clinical Psychopharmacology and Neuroscience
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    • 제16권4호
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    • pp.461-468
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    • 2018
  • Objective: Cognitive disturbance is one of the major symptoms of depression and may be improved by treatment with antidepressants. This study aimed to investigate the predictors of cognitive improvement in patients with major depressive disorder (MDD) who were taking antidepressants. Methods: This study included 86 patients with MDD who completed 12 weeks of antidepressant monotherapy. Cognitive symptoms were assessed using the Perceived Deficits Questionnaire-Korean version (PDQ-K), which addresses four domains of cognitive functioning (attention/concentration, retrospective memory, prospective memory, and organization/planning) and was administered at study entry and at the 12-week end point. A variety of demographic, clinical, and treatment-related variables were evaluated as predictors of changes in total and domain scores. Results: All PDQ-K domains showed significant improvement after 12 weeks of antidepressant treatment. More severe initial depressive symptoms, fewer sick-leave days at study entry, and reduced use of concomitant anxiolytics/hypnotics during treatment were significantly associated with greater cognitive improvement. Conclusion: Cognitive symptoms are more responsive to antidepressant treatment in patients with severe MDD. Reduced use of anxiolytics and hypnotics could improve the cognitive functioning of patients with MDD taking antidepressants.

Predicting Suicidal Ideation in College Students with Mental Health Screening Questionnaires

  • Shim, Geumsook;Jeong, Bumseok
    • Psychiatry investigation
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    • 제15권11호
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    • pp.1037-1045
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    • 2018
  • Objective The present study aimed to identify risk factors for future SI and to predict individual-level risk for future or persistent SI among college students. Methods Mental health check-up data collected over 3 years were retrospectively analyzed. Students were categorized as suicidal ideators and non-ideators at baseline. Logistic regression analyses were performed separately for each group, and the predicted probability for each student was calculated. Results Students likely to exhibit future SI had higher levels of mental health problems, including depression and anxiety, and significant risk factors for future SI included depression, current SI, social phobia, alcohol problems, being female, low self-esteem, and number of close relationships and concerns. Logistic regression models that included current suicide ideators revealed acceptable area under the curve (AUC) values (0.7-0.8) in both the receiver operating characteristic (ROC) and precision recall (PR) curves for predicting future SI. Predictive models with current suicide non-ideators revealed an acceptable level of AUCs only for ROC curves. Conclusion Several factors such as low self-esteem and a focus on short-term rather than long-term outcomes may enhance the prediction of future SI. Because a certain range of SI clearly necessitates clinical attention, further studies differentiating significant from other types of SI are necessary.

Inner and Outer Resources of Coping in Newly Diagnosed Breast Cancer Patients : Attachment Security and Social Support

  • Woo, Jungmin;Rim, Hyo-Deog
    • 생물정신의학
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    • 제21권4호
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    • pp.141-150
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    • 2014
  • Objectives The purpose of this study is to evaluate the effects of attachment security, social support and health-related burden in the prediction of psychological distress and the mediation effects of social support and health-related burden in relationship between attachment security and psychological distress. Methods Finally, 161 patients were included for the analysis. Chi-square test and independent samples t-test were used for comparing differences between depressive/anxious group and non-depressive/non-anxious group. For evaluating the relationship among attachment security, social support, psychological distress and health-related burden, structural equation modeling analysis were performed. Results 40.7% and 32.0% of the patients have significant depressive symptoms and anxiety symptoms, respectively. In the analysis for testing the differences between groups who have psychological distress and who have not, there were no significant differences of sociodemographic factors and medical characteristics between groups, except for association between depressive symptoms and type of surgery (p = 0.01). Contrary to sociodemographic and medical characteristics, there were significant differences of health-related burden and two coping resources (attachment security and social support) between groups (all p < 0.01), except for the support from medical team in between anxious group and non-anxious group (p = 0.20). In the structural equation model analysis (Model fit : chi-square/df ratio = 0.8, root mean square error of approximation = 0.000, comparative fit index = 1.000, non-normed fit index =0.991), attachment security and social support emerged as an important predictor of psychopathology. Conclusions Attachment security and social support are important factors affecting the psychological distress. We suggest that individual attachment style and the social support state must be considered to approach the newly diagnosed breast cancer patients with psychological distress.

의사결정나무 분석을 이용한 고등학생의 진로 성숙도 관련 요인 분석 (A Prediction Model of Factors related to Career Maturity in Korean High School Students)

  • 서지영;김민주
    • Child Health Nursing Research
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    • 제25권2호
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    • pp.95-102
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    • 2019
  • Purpose: The purpose of this study was to identify factors associated with career maturity among Korean high school students. Methods: A descriptive cross-sectional design was adopted using secondary data from the 2012 Korean Welfare Panel Study (KoWePS). The participants were 496 high school students who completed the supplemental survey for children, which included items on career maturity, self-esteem, study stress, teacher attachment, relationship with parents, peer attachment, depression and anxiety. Descriptive statistics, the chi-square-test, the t-test, and a decision tree were used for data analysis. Results: The decision tree identified five final nodes predicting career maturity after forcing self-esteem as the first variable. The highest predicted rate of high career maturity was associated with high self-esteem, experience of career counseling, and high teacher attachment. The lowest predicted rate of high career maturity was associated with low self-esteem and low attachment to friends. Conclusion: Factors influencing career maturity were varied by levels of self-esteem in Korean high school students. Thus, it is necessary to develop different approaches to enhance career maturity according to levels of self-esteem.

대입 준비생의 입시스트레스가 정신건강에 미치는 영향 (The Influence of High School Students' Entrance Exam Stress on Their Mental Health)

  • 이희자;박영수
    • 한국학교ㆍ지역보건교육학회지
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    • 제8권1호
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    • pp.43-54
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    • 2007
  • This study aimed at investigating the level of high school students' entrance exam stress and mental health first and also investigating if the entrance exam stress and mental health are related to gender, grade, character type, parenting style and economic status. This is expected to be used as a fundamental data for the development of health education program on high school students' stress and diagnosis of their mental health. To achieve those goals above, the questionnaire was used and the sample consisted of 600 students from general high schools in a large city, C and in a smaller city, A in Chungnam province through questionnaire and the conclusion, which was based on 582 proper questionnaires from the 600 questionnaires, through variable analysis, correlation analysis and multi-regression, is below. First, according to the information provided by respondents, the result showed the relationship between those background variables and the entrance exam stress and mental health level. As the students are more introverted and the parenting style is more authoritative, the entrance exam stress is higher and the mental health level is higher as the parenting style is more authoritative and the economic status is lower. In gender, the entrance exam stress level was high for male students in regard to parents pressure. For female students, it was due to the insufficient free time. In test performance, the good grade group showed high stress level when they don't have enough free time and the poor grade group showed high stress level when they have test tension and poor test performance. In character style, the introverted group showed high stress level in future uncertainty. In parenting style, the authoritative group showed significantly high level in all four sub-factors and there is no significant relationship with the stress level and economic statue. Female students reported higher mental health level than male students in somatization and depression. In academic achievement, the poor grade group showed high level in obsession, fear-anxiety and psychotism. In character style, the introverted group showed high level in sensitivity towards others and depression. And in parenting style, the authoritative group is higher in 9 sub-factors than the other two groups in the factor, economic status. The lower economic status group showed high mental health problem level in this order; in obsession, sensitivity towards others, depression, paranonia and psychotism. Second, the results revealed that there is a significant difference among the groups after comparing and analyzing the relationship between the mental health level according to the three groups, the first, second and third group divided by the degree of entrance exam stress. And the higher the entrance exam stress is, the higher the mental health problem level is. Verification showed that there was obvious difference among the groups. the entrance exam stress was positively correlated with the mental health level. The lack of free time, future uncertainty, test anxiety/poor test performance and parents pressure, these factors, in that order, were correlated with the mental health level. when the prediction variables which influenced on mental health are analyzed, test-anxiety/poor test performance was found to be related to mental health most. And after the factor, test-anxiety, future uncertainty and the lack of free time were listed(ranked), however results did not show any correlation with parents' pressure.

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