• Title/Summary/Keyword: 선형회귀 분석

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Dose- Response Curves of Mouse Jejunal Crypt Cells by Multifractionated Irradiation (다분할조사에 의한 마우스공장소낭선 세포의 선량반응곡선)

  • Hong, Seong-Eon;Ahn, Chi-Yul
    • Radiation Oncology Journal
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    • v.4 no.2
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    • pp.89-97
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    • 1986
  • Using as assay for jejunal crypt stem cell survival, dose-response curves for the reproductive capacity of crypt stem cells of mouse jejunum exposed to multifractionated gamma-ray irradiation (single, 2, 3, 4, 5, 8, 10, 12, and 16 fractions) were analyzed and single-dose survival curve of these cells was constructed. The following conclusion were drawn: 1) Survival curves for higher numbers of dose fractions were displaced to higher dose, and characterized by increasingly shallower slopes. 2) The single-dose survival curve had broad shoulder, Dq=460 cGy, remaining near-exponential over initial dose range 0 to 300 cGy, with initial slope 1Do=474 cGy. 3) At fractionated dose En the range of 180 to 450 cGy, the average recovered dose per fraction interval was approximately $50\%$ of the dose per fraction. 4) The value of $\alpha/\beta$ ratio by using of linear regression analysis for the reciprocal dose plots was 8.3 Gy which lied in the range of 6-14 Gy for early-reacting tissues. 5) The linear-quadratic model for dose-response formula offers valid approximations for at 1 doses to be used in radiotherapy, only two parameters to be determined, and considerable convenience in practical applications.

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Key Stages of a Research and Students' Epistemic Agency in a Student-Driven R&E (학생 주도의 R&E 활동에서 드러나는 연구 활동의 주요 단계 및 학생의 인식적 행위주체성)

  • Lee, Minjoo;Kim, Heui-Baik
    • Journal of The Korean Association For Science Education
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    • v.39 no.4
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    • pp.511-523
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    • 2019
  • In this age of the $4^{th}$ industrial revolution, we, science educators, are giving more light on students' agentic behavior in the process of educating future scientist. This study, with the analytic lens of epistemic agency, explores the key stages of a student-driven R&E program rather than the scientist-led R&E program. It also examines to understand the emergence of students' epistemic agency in each stage of R&E. Data from participant observation for 18 months and in-depth interviews were collected and analyzed with the constant comparative method of grounded theory. This study identifies and describes five key stages of student-driven R&E: The stage of exploring research theme, designing research, performing lab activity, interpreting results, and communicating research. It also finds that (a) students' epistemic agency emerged with the constant interactions with the R&E structure; (b) students' epistemic agency has deep relations with the epistemic beliefs of the students; (c) students positioned themselves as decision-makers in the R&E practice; (d) the redistributed power and authority of the R&E contributed to the emergence of students' epistemic agency.

Convergence Study on the Influence of Personality and Stress on College Life Adaptation in Nursing College Students (간호대학생의 인성 및 스트레스가 대학생활 적응에 미치는 영향에 관한 융합연구)

  • Lim, Jae-Ran;Kim, Soon-Young
    • Journal of the Korea Convergence Society
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    • v.10 no.10
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    • pp.301-308
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    • 2019
  • The purpose of this study is to understand the relationship between personality, stress and college adjustment of nursing college students and to identify the factors influencing college adjustment. The data collected from December 14, 2017 to December 19, 2017, and the questionnaire from 193 nursing students in D City. The data were analyzed by t-test, one-way ANOVA and Scheffe's test, Pearson's correlation and multiple regression analysis. The mean scores of major satisfaction, was $6.32{\pm}2.03$, personality was $3.76{\pm}.43$, stress was $1.57{\pm}.37$, and college adjustment was $3.30{\pm}.65$. There were positive correlations between college adjustment and major satisfaction(r = .41, p <.001), as well as between personality (r = .60, p <.001). The significant factors influencing the college adjustment were number of consultation, major satisfaction and personality, which explained 49% of the variance in the college adjustment. Based on these findings, programs that develop personality are necessary for college nursing students in order to promote college adjustment.

Eruption Stage of Permanent Teeth Using Diagnostic Model Analysis in Kyung Hee Dental Hospital (경희대학교 소아치과에 내원한 아동의 진단 모형 분석을 이용한 영구치 맹출 단계)

  • Oh, Taejun;Nam, Okhyung;Kim, Misun;Lee, Hyo-seol;Kim, Kwangchul;Choi, Sungchul
    • Journal of the korean academy of Pediatric Dentistry
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    • v.46 no.1
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    • pp.10-20
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    • 2019
  • Individual dental age is used as an index of chronological age estimation and is an important indicator of the child's growth stage. Dental age does change greatly over time, but it changes constantly. And updating information about this change is important. The purpose of this study was to provide information about tooth eruption stage using diagnostic model analysis and to investigate tooth eruption sequence and estimate chronological age based on this information. Tooth eruption stages were measured on a diagnostic model from 488 patients in 5 - 13 year old children. Based on the information on eruption stage, eruption sequence in maxilla was first permanent molar, central incisor, lateral incisor, first premolar, canine, second premolar and second permanent molar. Eruption sequence in mandible was first permanent molar, central incisor, lateral incisor, canine, first premolar, second premolar and second permanent molar. There were significant differences between males and females in the eruption stage of canine, first and second premolar, and second molar at several ages. The chronological age of male and female was estimated by the coefficient of determination of 0.816, 0.826 respectively.

A Study on Prediction of EPB shield TBM Advance Rate using Machine Learning Technique and TBM Construction Information (머신러닝 기법과 TBM 시공정보를 활용한 토압식 쉴드TBM 굴진율 예측 연구)

  • Kang, Tae-Ho;Choi, Soon-Wook;Lee, Chulho;Chang, Soo-Ho
    • Tunnel and Underground Space
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    • v.30 no.6
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    • pp.540-550
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    • 2020
  • Machine learning has been actively used in the field of automation due to the development and establishment of AI technology. The important thing in utilizing machine learning is that appropriate algorithms exist depending on data characteristics, and it is needed to analysis the datasets for applying machine learning techniques. In this study, advance rate is predicted using geotechnical and machine data of TBM tunnel section passing through the soil ground below the stream. Although there were no problems of application of statistical technology in the linear regression model, the coefficient of determination was 0.76. While, the ensemble model and support vector machine showed the predicted performance of 0.88 or higher. it is indicating that the model suitable for predicting advance rate of the EPB Shield TBM was the support vector machine in the analyzed dataset. As a result, it is judged that the suitability of the prediction model using data including mechanical data and ground information is high. In addition, research is needed to increase the diversity of ground conditions and the amount of data.

Comparison of Health-related Quality of Life Influencing Factors between Metabolic Syndrome and Osteoporotic Metabolic Syndrome in Korean Elderly People (대사증후군 노인과 골다공증을 동반한 대사증후군 노인의 건강관련 삶의 질 영향 요인 비교)

  • Kim, Eun-Sook
    • Journal of Convergence for Information Technology
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    • v.11 no.3
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    • pp.54-67
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    • 2021
  • This study is a secondary data study that analyzes the factors affecting the quality of life of the elderly with metabolic syndrome and the elderly with metabolic syndrome with osteoporosis using data from the 7th year of the National Health and Nutrition Survey (2018). The subjects of this study were 639 patients with metabolic syndrome and 161 patients with metabolic syndrome with osteoporosis. For data analysis, the composite sample Rao-Scott χ2 test, general linear model t-test, and regression model were used. As a result of the study, the factors that lowered the quality of life of metabolic syndrome were age, cohabitation, strength training, subjective health status, activity restriction, body mass index and depression, and the explanatory power was 50.4% (F=515.96, p<.001). In metabolic syndrome with osteoporosis, age, subjective health status, activity restriction, and stress were the factors that lowered the quality of life, and the explanatory power was 48.6% (F=10.42, p<.001). Based on these results, it is necessary to develop and provide an intensive multidisciplinary program for the elderly with metabolic syndrome accompanied by osteoporosis to solve the problem of activity restrictions and manage stress reduction through positive acceptance of health status, instrumental and social support, and caring support.

Research on Design Capacity Evaluation of Low Impact Development according to Design Criteria (저영향개발 시설 설계 기준에 따른 용량 평가 방법 연구)

  • Im, Jiyeol;Gil, Kyungik
    • Journal of Wetlands Research
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    • v.24 no.1
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    • pp.59-67
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    • 2022
  • The interest in LID facilities is increasing worldwide for recovery of natural water cycle system to destroy by urbanization. However, problems are raised when installation of LID because comprehensive analysis about design capacity adequacy of LID facilities was not conducted completely. In this research, removal efficiency and design volume adequacy of LID facilities were analyzed based on rainfall monitoring data in four LID facilities(Vegetated Swale, Vegetative Filter Strip, Bio-Retention and Permeable Pavement). As a result, group of LID facility designed on WQV was shown higher flow(37%) and pollutants(TSS, BOD, TN and TP) removal efficiencies(20 ~ 37%) than group of LID facility designed on WQF. SA/CA graph was drawn for evaluation of design volume adequacy based on rainfall monitoring data. In this SA/CA graph, coefficient of determination show over 0.5 in all parameter, especially, Flow and TP were show over 0.95. And, 'SA/CA & L/CA' graph considering difference of structure mechanism in LID facility suggested in this research was confirmed that improved coefficient of determination in flow, TSS and TP than SA/CA graph. According to this research results, feasibility of applying 'SA/CA & L/CA' graph for evaluation of design volume adequacy in LID facility, and it is necessary to follow up research for generalization and normalization.

Effect of Stress Level and Stress Vulnerability of Workers on Heart Rate Variability (직장인의 스트레스 수준, 스트레스 취약성이 심박변이도에 미치는 영향)

  • Lee, Jonggook;Seo, Heeyoung;Jeon, Seonyeong;Park, Sun Kyu;Bang, Ju Hyun;Hwang, Young Baum;Im, Kyung Bin
    • Korean Journal of Psychosomatic Medicine
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    • v.30 no.1
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    • pp.7-15
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    • 2022
  • Objectives : The purpose of this study is to identify the effect of office workers' stress level and stress vulnerability on heart rate variability (HRV), confirm the significance of objective stress indicators obtained through subjective stress and heart rate variability devices, and examine their effectiveness as an integrated stress measurement tool in community mental health projects. Methods : From June to July in 2020, 929 workers participated in the stress management and mental health promotion project carried out by K hospital, and their recorded database was used for study analysis with their agreements. Multiple linear regression analysis was performed to find out the effects of general stress level, and stress vulnerability on heart rate variability. Results : All general characteristics were found to have a significant effect on SDNN (ln), RMSSD (ln), LF (ln), and HF (ln), but work experience did not significantly affect RMSSD (ln). Stress level and stress vulnerability did not significantly affect heart rate variability, but stress perception, a sub-factor of stress level, was found to have a significant effect on RMSSD (ln) (β=0.118, p=0.023). Conclusions : In this study, stress perception, a sub-factor of stress level, was found to be a factor affecting RMSSD (ln). This indicates an association with the activity of parasympathetic nerves in stressful situations, and more follow-up studies are needed to use it as a direct indicator of chronic stress and integrated stress in the community mental health field.

The Effect of Adaptation Education on Performance Confidence and Practical Skill of Dental Hygiene Students before Field Practice (현장실습 전 현장적응교육이 치위생과 재학생의 수행자신감과 실무능력에 미치는 효과)

  • Kim, Myung-Eun;Kim, Hee-Kyoung
    • The Journal of the Korea Contents Association
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    • v.22 no.1
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    • pp.620-628
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    • 2022
  • The purpose of this study is to confirm the degree of improvement in performance confidence and executive ability after conducting field adaptation education to dental hygiene students who start their first field practice. Thirty dental hygiene students were evaluated with performance confidence, indirect and direct evaluation of practical skill before and after the field adaptation education was conducted for 15 hours. Also field practice satisfaction was investigated after field practice. A paired t-test was conducted to compare performance confidence, indirect executive ability, and direct practical ability before and after education. Pearson's correlation was performed on the correlation between field adaptation education and field practice satisfaction. Linear regression analysis was performed to identify the influencing factors of field practice satisfaction. As a results, performance confidence, indirect and direct practical skills of after field adaptation program were increased than before that(p<0.05). The correlation between field adaptation education and field practice satisfaction showed that "education satisfaction" among the field adaptation education sub-regions correlated with "education content" and "support of field practice" among the field practice satisfaction sub-regions(p<0.05). Therefore, it is necessary to develop and management various adaptation education in the future as it increases the adaptability of the first field practice and increases the satisfaction of field practice.

The Factors influencing on the Interpersonal Caring Behavior of Clinical Nurses in COVID-19 (COVID-19 상황에서 임상간호사의 대인돌봄행위에 영향을 미치는 요인)

  • Lee, Sook;Choi, Ae-Sook;Yim, So-Youn;Chun, Yeol-Eo;Ryu, Young-Mi
    • Journal of Convergence for Information Technology
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    • v.12 no.5
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    • pp.246-255
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    • 2022
  • This study aimed to identify the influence of caring character and knowledge of COVID-19 on interpersonal caring behavior of clinical nurses. The subjects were nurses working at one tertiary hospital in Seoul and two general hospitals in Gyeonggi province. The data were collected from October 15 to November 5, 2021. A total of 130 nurses participated in the online survey. The collected data were analyzed by performing stepwise multiple linear regression using SPSS/Win 27.0. As a result, the factors affecting the interpersonal caring behavior of clinical nurses were caring character (β=.50, p<.001), age (β=-.24, p=.002), and job satisfaction (β=.16, p=.040), and they explained 36.0% of caring behavior (F=24.49, p<.001). Therefore, it is necessary to improve caring character and job satisfaction to enhance the interpersonal caring behavior of clinical nurses. More efforts of the hospital should be made to provide caring character building education and to increase job satisfaction of clinical nurses.