• Title/Summary/Keyword: 피어슨 상관 계수

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Prediction of overall survival for patients with malignant glioma using convolutional neural network (합성곱 신경망 모델을 이용한 악성 뇌교종 환자 예후 예측)

  • Kwon, Junmo;Park, Hyunjin
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2022.10a
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    • pp.297-299
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    • 2022
  • Malignant glioma has a poor prognosis with the reported median survival of between 6 months to 14 months. Thus, it is crucial to predict the accurate survival of patients with malignant glioma. In this paper, we propose a convolutional neural network to predict the overall survival and age of the patients. A total of four MRI modalities, T1, T1-contrast enhanced, T2, and fluid-attenuated inversion recovery, which effectively capture spatial characteristics of malignant glioma, were used as input images. Age is an important factor impacting the overall survival, thus incorporating it into the model will thereby improve the performance of the proposed model. Our model successfully predicted overall survival and age of the patients with pearson correlation coefficients of 0.1748 and 0.3056, respectively.

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Factors Influencing Middle-Aged Men's Attitude towards Death (중년 남성의 죽음에 대한 태도에 영향을 미치는 요인)

  • Jung, Young-Mi
    • Journal of Hospice and Palliative Care
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    • v.16 no.3
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    • pp.166-174
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    • 2013
  • Purpose: This study aims to identify factors that influence middle-aged men's attitude towards death. Methods: The study enrolled 204 middle-aged (range=40~59 years) male residents of Daegu in Korea. Using a structured questionnaire, data were collected in October 4~30, 2010. For data analysis, we used descriptive statistics, t-test, one-way ANOVA, Scheff$\grave{e}$'s test, Pearson correlation coefficient, and stepwise multiple regression with SPSS WIN 14.0. Results: Participants' attitude towards death significantly differed according to educational level, religion, volunteer activities, and perceived health status. Moreover, their attitude towards death was negatively correlated with life stress and depression and positively correlated with self-esteem, life satisfaction, and coping behavior. The factors influencing the attitude towards death were life satisfaction, daily stress, religion, and depression, which explained approximately 25.7% of the total variance. Conclusion: Middle-aged men perform a crucial role in our society, and their attitude toward death affects how they cope with a situational crisis such as a terminal cancer or withdrawal of life sustaining treatment. Therefore, it is necessary to develop and implement a support program for middle-aged men, which offers them with various strategies to better manage their daily stress and improve their life satisfaction and coping skills.

Effects of self esteem, dietary self-efficacy and life stress on dietary behavior of female nursing students (간호여대생의 자아존중감, 식이 자기효능감, 생활스트레스가 식행동에 미치는 영향)

  • Choi, Sook Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.6
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    • pp.366-374
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    • 2017
  • This study was conducted to explore the degree of female nursing student's dietary behavior, self esteem, dietary self-efficacy, life stress and the factors influencing dietary behavior of those surveyed. A total of 422 female nursing students in B, C city were surveyed. The data were collected between May 15 and 30 of 2016 and analyzed by a t-test, ANOVA, Pearson's correlation coefficients, and multiple regression analysis using SPSS WIN/21.0. The mean score of dietary behavior was $3.01{\pm}0.49$. In addition, there were significant differences in dietary behavior with respect to grade(F=4.823, p=0.008), residential type(F=6.067, p<.001), academic grade(F=3.907, p=0.021), health status(F=7.975, p<0.001), and degree of health concern(F=4.189, p=0.016). Moreover, there were negative correlations between dietary behavior and self esteem(r=-.238, p<0.001), and dietary self-efficacy(r=-0.438, p<0.001), while there was a positive correlation between dietary behavior and life stress(r=0.194, p<0.001). Regression analysis showed 26.7% of variance in female nursing student's dietary behavior can be explained by dietary self-efficacy, life stress, residental type, and degree of health concern. A follow-up survey investigating various factors influencing female nursing student's dietary behavior is needed and increased dietary behavior education and programs are required.

Effects of Self-efficacy, Standard Precaution Knowledge, Awareness on Performance of Nursing Students (간호대학생의 자기효능감, 표준주의 지식, 인지도가 수행도에 미치는 영향)

  • Park, Sung Hee;Byun, Eun Kyung
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.7
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    • pp.127-135
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    • 2020
  • This study examined the effects of self-efficacy, standard precaution knowledge, and awareness on the performance of nursing students. Data collection was May 1-30, 2019, and the final 246 replies were used for analysis. The collected data were analyzed using the SPSS/WIN 22.0 program using descriptive statics and a t-test, ANOVA, Scheffe's test, Pearson correlation coefficient, and multiple regression analysis. The average self-efficacy score was 3.23±0.39. The overall standard precaution knowledge, average awareness, and average performance were 15.87±2.17, 4.63±0.46, and 4.73±0.32, respectively. The standard precaution performance, according to the general characteristics, was not significant. A positive correlation was observed between the standard precaution performance and self-efficacy (r=.266, p<.001) and awareness (r=.435, p<.001). Regression analysis showed a 21.3% variance in the nursing student's standard precaution performance with self-efficacy (β=.396, p<.001), awareness (β=.180, p=.002). A follow-up survey of the factors influencing nursing student's standard precaution performance and the development of a program will be required.

Assessment of Autonomic Function in Alzheimer's Disease and Mild Cognitive Impairment Using Heart Rate Variability (알츠하이머병과 경도인지장애에서 심박동 변이를 이용한 자율신경기능 평가)

  • Seo, Han;Kim, Hyun;Lee, Kang Joon
    • Korean Journal of Psychosomatic Medicine
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    • v.21 no.1
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    • pp.55-61
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    • 2013
  • Objectives : Alzheimer's disease(AD) and mild cognitive impairment(MCI) affect several nervous structures involved with the autonomic nervous system. Association between neuropsychiatric deficits and heart rate variability has been observed. But cardiac autonomic function in AD has been scarcely studied and the results reported are conflicting. We investigated autonomic function in normal control, MCI, AD using heart rate variability(HRV) technique. Methods : Time and frequency-domain variability of 5-min R-R interval series was comparatively evaluated in 26 normal control subjects, 22 MCI subjects and 34 AD subjects. Analysis of variance(ANOVA) was used to compare the differences across groups. Correlations between MMSE-KC and HRV components were performed using Pearson's correlation coefficient. Results : No significant difference was observed among the groups in time, frequency-domain analysis of HRV(p>0.05). HRV were not found to be significantly correlated with the degree of cognitive impairment. Conclusions : There were no differences in HRV with MCI, AD subjects when compared with normal controls. Further investigation is required to use HRV technique as noninvasive parameters of MCI and AD.

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Effectors of emtional intelligence, humor sense, and ego resilience on adjustment to the college life of nursing students (간호대학생의 감성지능, 유머감각, 자아탄력성이 대학생활적응에 미치는 영향)

  • Park, Sung Hee;Byun, Eun Kyung
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.10
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    • pp.256-264
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    • 2017
  • This study was conducted to investigate the factors influencing adjustment to college life by nursing college students. Data were collected from 408 nursing students in B city from May 8, 2017 to May 12 and analyzed by ANOVA, Pearson's correlation coefficient, and multiple regression using SPSS/WIN 21.0. The degree of adjustment to college life by nursing students was $3.24{\pm}.49$. There were significant differences in adjustment to college life with respect to grade(t=2.687, p<0.001), age(F=3.187, p=0.042), academic grade(F=18.551, p<0.001), satisfaction with major(F=61.347, p<0.001), and relationship with colleagues (F=28.273, p<0.001). There were positive correlations between adjustment to college life and emotional intelligence(r=0.421, p<0.001), humor sense(r=0.360, p<0.001), and ego resilience(r=0.418, p<0.001). Regression analysis showed 41.7% of variance in nursing student's adjustment to college life was caused by grade, academic scores, satisfaction with major, relationship with colleagues, emotional intelligence, and ego resilience. These results indicated that it is necessary to determine the various factors affecting adjustment to college life and increase adjustment to college life among nursing students.

Predictive Factors for City Dwellers' Attitudes toward Death with Dignity (일개 도시주민의 품위 있는 죽음 태도에 대한 예측 요인)

  • Jo, Kae Hwa;An, Gyeong Ju;Kim, Gyun Moo;Kim, Yeon Ja
    • Journal of Hospice and Palliative Care
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    • v.15 no.4
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    • pp.193-204
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    • 2012
  • Purpose: This correlation study was performed to examine Korean adults' perceptions and attitudes towards death with dignity and the withdrawal of life sustaining treatment and to identify factors that predict their attitude towards death with dignity. Methods: The study was conducted using convenience sampling of 291 adults from three towns of a metropolitan city in Korea. Data were collected using structured questionnaires which surveyed people's perception about and attitudes towards withdrawal of life sustaining treatment and scaled their attitude towards death with dignity. Data were analyzed by using descriptive statistics, Pearson correlation coefficients and multiple regression. Results: The attitude towards the withdrawal of life sustaining treatment and death with dignity showed a significant positive correlation (r=0.49, P<0.001). For attitudes towards death with dignity, significant predictors were attitudes towards the withdrawal of life sustaining treatment, age, religion, a proper withdrawal process and advanced medical directives, which explained 49.3% of total variance. Conclusion: The results of this study may contribute to development of a new medical decision-making system including nurses' appropriate roles in the process of withdrawing life sustaining treatment and advanced medical directives.

Effect of ego-resilience, adult attachment, interpersonal competence on the academic stress of nursing students (간호대학생의 자아탄력성, 성인애착, 대인관계유능성이 학업스트레스에 미치는 영향)

  • Byun, Eun Kyung;Kim, Mi Young
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.2
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    • pp.223-230
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    • 2020
  • The purpose of this study was to investigate the effect of ego-resilience, adult attachment, and interpersonal competence on academic stress in nursing students and to provide the basic data of to control academic stress. Data were collected from 287 nursing students in B and C city and analyzed by t-test, ANOVA, Pearson correlation coefficient, and multiple regression using SPSS/WIN 22.0. The degree of academic stress in nursing students was 2.28±.46. There were significant differences in academic stress with respect to grade(F=16.342, p<.001), economic status(F=3.331, p=.037), number of alcohol drinking(F=3.393, p=.035), satisfaction of major(F=40.539, p<.001), college life satisfaction(F=67.304, p<.001). There was positive correlation between academic stress and adult attachment(r=.557, p<.001), negative correlation were found between academic stress and ego-resilience(r=-.379, p<.001), between academic stress and interpersonal competence(r=-.423, p<.001). The factors affecting the academic stress of the study subjects were ego-resilience(r=-.379, p<.001), adult attachment(r=.557, p<.001), with an explanatory power of 34%. Through this research requires the fellow study to determine the factors affecting academic stress of nursing students.

A Correlation between Stress and Activities of Daily Living related to the Ego-defense Mechanism in Stroke patients (뇌졸중 환자의 자아방어기제에 따른 스트레스와 일상생활활동 수행능력과의 상관관계)

  • Ryu, Sung-Hyun;Choi, Hyeon;Jeon, Ji-Hye;Choi, Su-Ji
    • The Journal of Korean society of community based occupational therapy
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    • v.5 no.2
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    • pp.1-9
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    • 2015
  • Objective : This study is to investigate the correlation of Ego-degense mechanism, stress and activities of daily living of stroke patients. Methods : The study was carried out from March 14, 2014 to May 15, 2015. A survey was conducted at a university hospital and three rehabilitation hospitals located in Daegu and Busan. For statistical analysis, frequency analysis, independent sample t-test, and Pearson correlation coefficient were used in this study. Results : As a result of the mature Ego-defense mechanism grop was more stressful than immature Ego-defense mechanism group(p<.05), mechanism group also showed better performance in activities of daily living activity(p<.05). Conclusion : The higher stress in stroke patients related to the disability to perform activities of daily living. Psychosocial rehabilitation for factors such as stress as well as physical function in stroke patients in the rehabilitation of stroke patients by using the Ego-defense will have a significant impact on an individual's personality or lifestyle.

A Study of nurses' working stress, child-rearing stress and parenting attitude (간호사의 업무스트레스와 양육스트레스 및 양육태도에 관한 연구)

  • Oh, Jaewoo;Moon, Young-Sook;Park, Insook
    • Journal of Digital Convergence
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    • v.11 no.10
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    • pp.469-481
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    • 2013
  • The purpose of this study was to describe working stress, child-rearing stress and parenting attitude of nurses who have preschool children. Methods: Data were collected by questionnaires from 136 nurses in three university hospital in 2011, and analyzed by the SPSS 12.0 program. Results: Nurses scored 3.48 points on average in working stress, 2.47 points in child-rearing stress, 3.61 points in parenting attitude. According to analysis on working stress depending on general demographic characteristics showed significant differences in workplace, monthly weekend duty frequency and in child-rearing stress depending on husband's age, wife's age, total income, marital period, satisfaction at relationship with husband, working career, number of children, and a person who cares for their children. According to parenting attitude depending on general demographic characteristics showed significant differences in working condition, marital period, position, working conditions, marital period, workplace, monthly weekend duty frequency. Correlations among nurses' working stress, child-rearing stress and parenting attitude, nurses' working stress had significantly correlations with parenting stress. Conclusion: Results of the study provides data on nursing interventions to relieve nurses from their working stress and child-rearing stress and to promote favorable child parenting attitude.