• 제목/요약/키워드: stepwise regression model

검색결과 382건 처리시간 0.028초

중년후기 성인의 건강상태, 노화불안, 사회관계망, 생성감 및 행복 (The health status, aging anxiety, social networking, generativity, and happiness of late middle-aged adults)

  • 장혜경
    • 한국간호교육학회지
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    • 제27권4호
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    • pp.392-401
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    • 2021
  • Purpose: This study was conducted to identify the relationship of health status, aging anxiety, social networking, generativity, and happiness and to investigate the main factors influencing happiness of late middle-aged adults. Methods: The study collected data from a total of 153 middle-aged men and women aged 50 to 64 years old from a consumer panel of Macromill-Embrain, the biggest online survey provider in Korea. The data were analyzed using descriptive statistics, Pearson's correlation coefficient and a stepwise multiple regression using the SPSS 22.0 program. Results: The subjects' happiness mean score was 16.17±9.29. Statistically significant differences in happiness were found according to education (F=4.38, p=.014), economic status (t=5.13, p<.001), and religion (t=2.18, p=.031). Happiness was correlated significantly with health status (r=.41, p<.001), aging anxiety (r=-.62, p<.001), family support (r=.43, p<.001), friend support (r=.36, p<.001) and generativity (r=.63, p<.001). The factors influencing happiness of late middle-aged adults were generativity (𝛽=.37, p<.001), aging anxiety (𝛽=-.35, p<.001), family support (𝛽=.20, p<.001), and economic status (𝛽=.13, p=.033). The explanatory power of the model was 58.0%. Conclusion: This study will be used as basic data when developing a nursing intervention program for successful aging by identifying factors that affect the happiness of late middle-aged adults.

Practical modeling of cigarette ventilation rate

  • Kim, Young-Hoh;Lee, Moon-Yong;Rhee, Kyu-Seo;Lee, Dong-Wook
    • 한국연초학회지
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    • 제21권2호
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    • pp.109-118
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    • 1999
  • A model predicted describing the effect of cigarette making materials on the level of filter ventilation was developed and evaluated. The developed model was expressed in terms of a linear and quadratic relationship which was validated with experimental measurements for different porosity of plug wrap and tipping paper, unencapsulated pressure drop of filter plug and cigarette column and vent position. Forty-six experimental frequencies were determined as a result of using three levels with five factors Box-Behnken design and analyzed by the multiple regression analysis with backward stepwise in STATISTICA/PC under restricted conditions. The four factors, except filter pressure drop variable, were statistically significant at the level of 0.05 but most of all linear by linear interactions were comparatively lower significant. By the analysis of linear and quadratic regression coefficient, filter ventilation of the cigarette was affected by porosity of plugwrap (5.87, -4.25), porosity of tip paper (5.68, -1.00), vent position (-3.87, 3.08), tobacco column pressure drop (2.56, 0.66), and filter pressure drop (1.50, 0.58) in the decreasing order. It should be emphasized that the major conclusion of this study was not that any particular parameter was linear or quadratic on any limit scale, but that there were highly significant relationships among factors involving linear, quadratic and their interaction and perhaps even linearity between and within factors. While, there is also quite strong evidence that vent position from mouth end and cigarette making materials are reverse relationship on this experimental model. On the basis of the result, it can be concluded that the porosity of the plug wrap and tipping paper has a marked effect on degree of filter ventilation rate. The F-value of plug wrap and tipping paper porosity among five factors were 39.2 and 36.8 respectively with P-value of 0.000 indicating higher significant for both factors. According to the analysis of variance, the model fitted for filter ventilation was significant at 5% confidence level and the coefficient of determination ($R^2$=0.84) was the proportion to variability in the data well fitted for by the model.

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유급 간병서비스 이용 영향요인에 관한 융복합적 연구: Andersen's Behavioral Model (A Convergence Study on Influencing Factors of Paid Care Service: Andersen's Behavioral Model)

  • 김한결;김성국;심현진;이희명;이현실
    • 디지털융복합연구
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    • 제15권4호
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    • pp.327-337
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    • 2017
  • 현재 입원환자 및 환자 가족의 사적 고용으로 시행되는 유급 간병서비스 실태를 파악하고, 이를 이용하는데 영향을 미치는 요인을 확인하고자 함을 목적으로 한다. 본 연구는 한국의료패널 자료 (2011-2014)를 활용하였으며, 연간 1회 이상 입원서비스를 이용한 경험이 있는 5,110명을 연구대상으로 선정하였다. 본 연구의 자료처리 및 분석을 위해 STATA 12.0 SE를 활용하였으며, 입원환자들의 기본특징을 확인하기 위해 빈도분석을 수행하였으며, 특성에 따른 유급 간병서비스 이용 현황을 확인하기 위해 교차분석 및 t-test를 시행하였다. 마지막으로, 입원환자들의 유급 간병서비스 이용에 영향을 미치는 요인을 확인하기 위해 Andersen's Behavioral Model의 3 범주를 단계적으로 모형에 투입하는 위계적 로지스틱 회귀분석을 실시했다. 분석결과 유급 간병서비스 이용은 여성, 고연령, 장기입원 및 장애가 있을 경우에 더 많은 것으로 나타났다. 반면, 사적고용에서 중요한 가구소득 변수는 유의한 결과를 보이지 않았다. 이 연구결과는 현재 논의 중에 있는 간호간병통합서비스의 대상자 선정에 있어 기초자료로 활용될 것으로 기대된다. 또한, 향후 대상자 선정에 관한 세부적인 논의가 이루어질 필요가 있다.

Development of Field Scale Model for Estimating Garlic Growth Based on UAV NDVI and Meteorological Factors

  • Na, Sang-Il;Min, Byoung-keol;Park, Chan-Won;So, Kyu-Ho;Park, Jae-Moon;Lee, Kyung-Do
    • 한국토양비료학회지
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    • 제50권5호
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    • pp.422-433
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    • 2017
  • Unmanned Aerial Vehicle (UAV) has several advantages over conventional remote sensing techniques. They can acquire high-resolution images quickly and repeatedly. And with a comparatively lower flight altitude, they can obtain good quality images even in cloudy weather. In this paper, we developed for estimating garlic growth at field scale model in major cultivation regions. We used the $NDVI_{UAV}$ that reflects the crop conditions, and seven meteorological elements for 3 major cultivation regions from 2015 to 2017. For this study, UAV imagery was taken at Taean, Changnyeong, and Hapcheon regions nine times from early February to late June during the garlic growing season. Four plant growth parameters, plant height (P.H.), leaf number (L.N.), plant diameter (P.D.), and fresh weight (F.W.) were measured for twenty plants per plot for each field campaign. The multiple linear regression models were suggested by using backward elimination and stepwise selection in the extraction of independent variables. As a result, model of cold type explain 82.1%, 65.9%, 64.5%, and 61.7% of the P.H., F.W., L.N., P.D. with a root mean square error (RMSE) of 7.98 cm, 5.91 g, 1.05, and 3.43 cm. Especially, model of warm type explain 92.9%, 88.6%, 62.8%, 54.6% of the P.H., P.D., L.N., F.W. with a root mean square error (RMSE) of 16.41 cm, 9.08 cm, 1.12, 19.51 g. The spatial distribution map of garlic growth was in strong agreement with the field measurements in terms of field variation and relative numerical values when $NDVI_{UAV}$ was applied to multiple linear regression models. These results will also be useful for determining the UAV multi-spectral imagery necessary to estimate growth parameters of garlic.

간호대학생의 자아존중감과 전공만족도 및 진로동기와의 관련성 (Correlations of Self-esteem, Major satisfaction and Career motivation in College Nursing Students)

  • 강영숙;황선경
    • 한국산학기술학회논문지
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    • 제14권7호
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    • pp.3301-3309
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    • 2013
  • 본 연구의 목적은 간호대학에 재학하는 학생을 대상으로 자아존중감, 전공만족도, 진로동기 간의 관련성을 파악하고, 자아존중감과 전공만족도가 진로동기에 미치는 영향을 확인하기 위함이다. 자료수집은 부산시 소재 3년제 간호대학 2개교와 경상남도 소재 3년제 간호대학 2개교에서 간호대학생 369명을 대상으로 구조화된 설문지로 조사하였다. 수집된 자료는 SPSS WIN 18.0을 이용하여 one-way ANOVA, Pearson's correlation coefficients, multiple regression으로 분석하였다. 연구대상자의 자아존중감과 진로동기, 전공만족도과 진로동기, 자아존중감과 진로동기 간에 각각 유의한 양의 상관관계가 있었다. 대상자의 진로동기에 영향을 미치는 요인은 전공만족도(${\beta}$=.48)와 자아존중감(${\beta}$=.23)으로 나타났으며, 총 설명력은 34.5%였다. 본 연구를 통하여, 진로동기에 영향을 미치는 다양한 요인들을 파악하고 진로동기를 높일 수 있는 프로그램의 개발이 필요하다.

중·노년층 남성의 성공적 노화 영향요인 (Influencing Factors on Successful Aging of Middle and Old Aged Men)

  • 홍승정;윤미경;이세원;안혜경;유시영
    • 한국산학기술학회논문지
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    • 제14권7호
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    • pp.3275-3283
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    • 2013
  • 목적: 본 연구는 중 노년층 남성을 대상으로 주관적 건강, 사회적지지, 지역사회 환경, 자기효능감 등 성공적 노화의 영향요인을 분석하고 검증하는 것이다. 방법: 서울과 경기 지역의 50~79세의 144명을 대상으로 설문조사하였으며 수집된 자료는 SPSS 18.0으로 분석하였고, 성공적 노화의 영향요인을 파악하기 위하여 단계적 다중회귀분석을 시행하였다. 결과: 성공적 노화에 가장 큰 영향을 미치는 요인은 사회적지지였으며, 다음은 자기효능감, 지역사회 환경, 주관적 건강의 순이었다. 이들 변인들이 중 노년층 남성의 성공적 노화를 49.5% 설명하였다. 결론: 중 노년층 남성들의 성공적인 노후를 위한 프로그램과 중재에 이들 변인들을 고려하는 것이 필요하며, 추후 성공적 노화를 위한 복지와 건강증진을 강화하는데 중요한 요인으로 고려할 수 있다.

Psychosocial impact of malocclusion in Spanish adolescents

  • Bellot-Arcis, Carlos;Montiel-Company, Jose Maria;Almerich-Silla, Jose Manuel
    • 대한치과교정학회지
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    • 제43권4호
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    • pp.193-200
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    • 2013
  • Objective: To evaluate the psychosocial impact of malocclusion, determine its relationship with the severity of malocclusion, and assess the influence of gender and social class on this relationship in adolescents. Methods: A random sample of 627 Spanish adolescents aged 12 - 15 years underwent intraoral examinations by 3 calibrated examiners (intraexaminer and interexaminer kappa > 0.85) at their schools. Psychosocial impact was measured through a self-rated Psychosocial Impact of Dental Aesthetics Questionnaire (PIDAQ). The severity of malocclusion was measured by the Index of Orthodontic Treatment Need (IOTN). Gender and social class were also recorded. Results: The total PIDAQ score and those of its 4 subscales, social impact, psychological impact, aesthetic concern, and dental self-confidence, presented significant differences ($p{\leq}0.05$ by analysis of variance) and linear relationships with the IOTN grades ($p{\leq}0.05$ by linear regression). Stepwise linear regression models showed that the IOTN dental health component was a predictive variable of the total and subscale PIDAQ scores. Neither gender nor social class was an independent predictive variable of this relationship, except the linear model for psychological impact, where gender was a predictive variable. The occlusal conditions responsible for higher PIDAQ scores were increased overjet, impeded eruption, tooth displacement, and increased overbite. Conclusions: Malocclusion has a psychological impact in adolescents and this impact increases with the severity of malocclusion. Social class may not influence this association, but the psychological impact seems to be greater among girls.

Whole Genome Association Study to Detect Single Nucleotide Polymorphisms for Behavior in Sapsaree Dog (Canis familiaris)

  • Ha, J.H.;Alama, M.;Lee, D.H.;Kim, J.J.
    • Asian-Australasian Journal of Animal Sciences
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    • 제28권7호
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    • pp.936-942
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    • 2015
  • The purpose of this study was to characterize genetic architecture of behavior patterns in Sapsaree dogs. The breed population (n=8,256) has been constructed since 1990 over 12 generations and managed at the Sapsaree Breeding Research Institute, Gyeongsan, Korea. Seven behavioral traits were investigated for 882 individuals. The traits were classified as a quantitative or a categorical group, and heritabilities ($h^2$) and variance components were estimated under the Animal model using ASREML 2.0 software program. In general, the $h^2$ estimates of the traits ranged between 0.00 and 0.16. Strong genetic ($r_G$) and phenotypic ($r_P$) correlations were observed between nerve stability, affability and adaptability, i.e. 0.9 to 0.94 and 0.46 to 0.68, respectively. To detect significant single nucleotide polymorphism (SNP) for the behavioral traits, a total of 134 and 60 samples were genotyped using the Illumina 22K CanineSNP20 and 170K CanineHD bead chips, respectively. Two datasets comprising 60 (Sap60) and 183 (Sap183) samples were analyzed, respectively, of which the latter was based on the SNPs that were embedded on both the 22K and 170K chips. To perform genome-wide association analysis, each SNP was considered with the residuals of each phenotype that were adjusted for sex and year of birth as fixed effects. A least squares based single marker regression analysis was followed by a stepwise regression procedure for the significant SNPs (p<0.01), to determine a best set of SNPs for each trait. A total of 41 SNPs were detected with the Sap183 samples for the behavior traits. The significant SNPs need to be verified using other samples, so as to be utilized to improve behavior traits via marker-assisted selection in the Sapsaree population.

GIS-Based Spatial Statistical Analysis of Risk Areas for Liver Flukes in Surin Province of Thailand

  • Rujirakul, Ratana;Ueng-arporn, Naporn;Kaewpitoon, Soraya;Loyd, Ryan J;Kaewthani, Sarochinee;Kaewpitoon, Natthawut
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권6호
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    • pp.2323-2326
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    • 2015
  • It is urgently necessary to be aware of the distribution and risk areas of liver fluke, Opisthorchis viverrini, for proper allocation of prevention and control measures. This study aimed to investigate the human behavior, and environmental factors influencing the distribution in Surin Province of Thailand, and to build a model using stepwise multiple regression analysis with a geographic information system (GIS) on environment and climate data. The relationship between the human behavior, attitudes (<50%; $X_{111}$), environmental factors like population density ($148-169pop/km^2$; $X_{73}$), and land use as wetland ($X_{64}$), were correlated with the liver fluke disease distribution at 0.000, 0.034, and 0.006 levels, respectively. Multiple regression analysis, by equations OV= -0.599 + 0.005(population density ($148-169pop/km^2$); $X_{73}$) + 0.040 (human attitude (<50%); $X_{111}$) +0.022 (land used (wetland; X64), was used to predict the distribution of liver fluke. OV is the patients of liver fluke infection, R Square= 0.878, and, Adjust R Square= 0.849. By GIS analysis, we found Si Narong, Sangkha, Phanom Dong Rak, Mueang Surin, Non Narai, Samrong Thap, Chumphon Buri, and Rattanaburi to have the highest distributions in Surin province. In conclusion, the combination of GIS and statistical analysis can help simulate the spatial distribution and risk areas of liver fluke, and thus may be an important tool for future planning of prevention and control measures.

독거노인 당뇨병 환자의 건강정보이해능력과 당뇨지식이 자가간호 이행에 미치는 영향 (Effects of Health Literacy and Knowledge on Diabetic Self-care in the Elderly with DM Living Alone)

  • 김난희;양영란;이명하
    • 지역사회간호학회지
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    • 제27권4호
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    • pp.370-379
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    • 2016
  • Purpose: The aim of this study was to evaluate the level of self-care adherence in the elderly with diabetes mellitus (DM) who have lived alone, and to investigate the association between health literacy, diabetic knowledge and self-care adherence. Methods: Descriptive research using the cross-sectional approach was conducted. Data was collected by using a convenience sampling of 201 participants who aged sixty-five years old or more and have lived alone. Statistical analysis was conducted by using an independent t-test, one-way ANOVA, $Scheff{\acute{e}}$ test, Pearson correlation coefficient and stepwise multiple regression analysis. Results: Mean scores of health literacy, diabetic knowledge and adherence of self-care were $4.41{\pm}3.54$ points out of a possible $12, 6.22{\pm}2.55$ points out of a possible $15, 58.56{\pm}17.28$ points out of a possible 112, respectively. Adherence of self-care showed a statistical association with health literacy (r=.26, p<.001) and diabetic knowledge (r=.30, p<.001). Statistically significant factors in the regression model were monthly income, diabetic knowledge and exercise. Conclusion: The level of self-care adherence in the elderly with diabetes living alone was relatively low. Diabetic knowledge was an important factor to improve the level of self-care adherence for the elderly with diabetes living alone.