• Title/Summary/Keyword: Regression testing

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Seroprevalence of Measles Antibody and its Attributable Factors in Elementary Students of Routine 2-dose Schedule Era with Vaccination Record (예방접종력이 있는 초등학생의 홍역 항체 양성률 및 기여 요인)

  • Lim, Hyun-Sul;Goh, Un-Yeong;Yang, Byung-Guk;Kim, Young-Taek;Lee, Jong-Koo;Bae, Geun-Ryang
    • Journal of Preventive Medicine and Public Health
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    • v.38 no.4
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    • pp.431-436
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    • 2005
  • Objectives : We investigated the seroprevalence of the measles antibody and its at tributable factors for the students who underwent routine 2-dose Schedule Era. Methods : The subjects were 996 students of the national measles seroepidemiologic study in December 2000 who had vaccination records. We conducted a questionnaire survey and we performed serologic testing for the measlesspecific IgG by using an enzyme linked immunosorbent assay. Results : The coverage for the first dose of the MMR vaccination at 12-15 months of age was 95.1% and the coverage for the second dose of MMR at 4-6 years of age was 35.0%. The proportion of subjects undergoing 2-dosesof MMR dec reased as the age of the subjects increased. The seropositive rate of the measles antibody was significantly high in the second dose vaccinees (93.5% in the second dose group, 84.7% in the non-second dose group, p<0.001) and it was 72.0% in the 0-dose group, 85.4% in the 1-dose group and 93.7% in the 2-dose group (p<0.001). Two point eight percent of the subjects had a past history of measles infection. On the multiple logistic regression analysis, the first and second dose (odds ratio, 8.54; 95% CI.=3.05-23.91), the first dose (odds ratio, 3.06; 95% CI.=1.20-7.81) and the outbreak in the year 2000 (odds ratio, 1.89; 95% CI.=1.24-2.88) were the significant factors for the seropositivity. Conclusions : Maintaining high coverage with a 2-dose vaccination program would be the decisive factor to prevent an outbreak of measles and to eliminate measles in Korea.

Schematic Cost Estimation Method using Case-Based Reasoning: Focusing on Determining Attribute Weight (사례기반추론을 이용한 초기단계 공사비 예측 방법: 속성 가중치 산정을 중심으로)

  • Park, Moon-Seo;Seong, Ki-Hoon;Lee, Hyun-Soo;Ji, Sae-Hyun;Kim, Soo-Young
    • Korean Journal of Construction Engineering and Management
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    • v.11 no.4
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    • pp.22-31
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    • 2010
  • Because the estimated cost at early stage has great influence on decisions of project owner, the importance of early cost estimation is increasing. However, it depends on experience and knowledge of the estimator mainly due to shortage of information. Those tendency developed into case-based reasoning(CBR) method which solves new problems by adapting previous solution to similar past problems. The performance of CBR model is affected by attribute weight, so that its accurate determination is necessary. Previous research utilizes mathematical method or subjective judgement of estimator. In order to improve the problem of previous research, this suggests CBR schematic cost estimation method using genetic algorithm to determine attribute weight. The cost model employs nearest neighbor retrieval for selecting past case. And it estimates the cost of new cases based on cost information of extracted cases. As the result of validation for 17 testing cases, 3.57% of error rate is calculated. This rate is superior to accuracy rate proposed by AACE and the method to determine attribute weight using multiple regression analysis and feature counting. The CBR cost estimation method improve the accuracy by introducing genetic algorithm for attribute weight. Moreover, this makes user understand the problem-solving process easier than other artificial intelligence method, and find solution within short time through case retrieval algorithm.

Head motion during cone-beam computed tomography: Analysis of frequency and influence on image quality

  • Moratin, Julius;Berger, Moritz;Ruckschloss, Thomas;Metzger, Karl;Berger, Hannah;Gottsauner, Maximilian;Engel, Michael;Hoffmann, Jurgen;Freudlsperger, Christian;Ristow, Oliver
    • Imaging Science in Dentistry
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    • v.50 no.3
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    • pp.227-236
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    • 2020
  • Purpose: Image artifacts caused by patient motion cause problems in cone-beam computed tomography (CBCT) because they lead to distortion of the 3-dimensional reconstruction. This prospective study was performed to quantify patient movement during CBCT acquisition and its influence on image quality. Materials and Methods: In total, 412 patients receiving CBCT imaging were equipped with a wireless head sensor system that detected inertial, gyroscopic, and magnetometric movements with 6 dimensions of freedom. The type and amplitude of movements during CBCT acquisition were evaluated and image quality was rated in 7 different anatomical regions of interest. For continuous variables, significance was calculated using the Student t-test. A linear regression model was applied to identify associations of the type and extent of motion with image quality scores. Kappa statistics were used to assess intra- and inter-rater agreement. Chi-square testing was used to analyze the impact of age and sex on head movement. Results: All CBCT images were acquired in a 10-month period. In 24% of the investigations, movement was recorded (acceleration: >0.10 [m/s2]; angular velocity: >0.018 [°/s]). In all examined regions of interest, head motion during CBCT acquisition resulted in significant impairment of image quality (P<0.001). Movement in the horizontal and vertical axes was most relevant for image quality (R2>0.7). Conclusion: Relevant head motions during CBCT imaging were frequently detected, leading to image quality loss and potentially impairing diagnosis and therapy planning. The presented data illustrate the need for digital correction algorithms and hardware to minimize motion artefacts in CBCT imaging.

Effects of Consumer Co-creation on Consumer Attitude: Moderating Roles of Consumer Motivation (공동가치창출 경험이 소비자 태도에 미치는 영향: 소비자 동기의 조절효과를 중심으로)

  • Son, Jungmin;Kang, Wooseong;Kang, Seongho
    • Journal of Distribution Science
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    • v.13 no.12
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    • pp.105-111
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    • 2015
  • Purpose - Many global companies across industries are paying significant attention to co-creation activities, which enable consumers to participate in firms' value creation process, as a main model of new product development processes. In this study, we aim to examine different types of co-creation activities and their effects on consumer attitudes. We focus on upstream co-creation, downstream co-creation, autonomous co-creation, and sponsored co-creation. Upstream co-creation includes firms' control and management in the initial stage of new product development and prototype testing. Downstream co-creation indicates that consumers participate in firms-initiative activities at a later stage in new product development, such as public relations and marketing communications. Autonomous co-creation includes consumers' commitment activities in the absence of firms' rewards. However, under the sponsored co-creation, consumers can return monetary and social rewards from firms through their co-creation activities. The hypotheses regarding the effect of co-creation on consumer attitudes are as follows. (H1, H2, H3, H4) Upstream, downward, autonomous, and sponsored co-creation has positive effects on consumer attitude. (H5, H6) As intrinsic motivation increases, the positive effect of upstream and autonomous co-creation increases. (H7, H8) As extrinsic motivation increases, the positive effect of downward and sponsored co-creation increases. Research design, data, and methodology - To achieve our research goals, we analyzed responses from 246 samples from Korean consumers and verified the proposed hypotheses using a linear regression model. The samples include Korean consumers who experienced upstream, downstream, autonomous, and sponsored co-creation by firms. Results - First, both upstream co-creation and downstream co-creation with firms and consumers are found to have positive effects on consumer attitudes. Second, autonomous co-creation and sponsored co-creation are found to positively affect consumer attitudes. Third, consumers' intrinsic motivation has a fit-effect between upstream co-creation and autonomous co-creation, and their extrinsic motivation has a fit-effect between downstream co-creation and sponsored co-creation. Consumers who have strong intrinsic motivation are affected by upstream co-creation and autonomous co-creation. However, consumers who have strong extrinsic motivation are affected by downstream co-creation and sponsored co-creation. Conclusion - These results indicate that the fit between consumers' co-creation participation types and consumers'motivations is a significant factor in determining consumer attitudes. The results of this study imply that various types of consumer participation actually improve consumers' attitudes toward products and brands. In addition, our study also suggests that firms should consider the fit between co-creation types and consumers' motivations when they initiate co-creation activities. In this study, we survey consumers who participated in firms' co-creation activities. Future studies can compare different types of consumers. For instance, we can examine the different in different test by comparing experienced versus inexperienced consumers. Finally, we expand this research to user-generated content topics. This attending issue focuses on the mechanism that breaks down the boundaries and barriers between consumers and producers.

The Influence of Senior's Technical Stress and Self­-Efficacy on Entrepreneurial Intentions : Including Mediating Effects of the Resilience (시니어의 기술 스트레스와 자기효능감이 창업의지에 미치는 영향 : 회복탄력성의 매개효과를 포함하여)

  • Chang, Soo-jin
    • Journal of Venture Innovation
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    • v.2 no.1
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    • pp.93-118
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    • 2019
  • This study empirical analysed how senior's technical stress and self-efficacy affected entrepreneurial intentions and whether resilience functioned as a mediating effects between them. 207 data were collected from the field survey questionnaires administered to a convenience sample of senior men and women aged 40 and over who had entrepreneurial intentions. For hypothesis testing, the IBM SPSS Statistics 24.0 was used. Frequency analysis, exploratory factor analysis, correlation analysis, and hierarchical regression analysis were conducted. Empirical studies showed as follows. First, technical stress affected senior's entrepreneurial intentions. Second, self-efficacy turned out to affect senior's entrepreneurial intentions. Third, resilience came out to have a partial-mediating effects between technical stress and the senior's entrepreneurial intentions as well as between self-efficacy and the senior's entrepreneurial intentions. These research outcomes supported the preceding studies that self-efficacy played key roles in maximizing senior's entrepreneurial intentions and demonstrated the importance of self-efficacy as an independent variable for seniors to promote entrepreneurial activities with an intention of starting a new business. Furthermore, the technical stress newly introduced as an independent variable was found to be the next most important factor after the self-efficacy. The study also confirmed that the resilience has been doing an partial-mediating effects. However, it appeared that the technical stress affected the will of start-up, but it appeared to be a positive relationship. For generalization of this finding, further studies are required.

A Study on the Effect of Organizational Service Orientation on Job Satisfaction and Organization Performance - A Case of Buffet Restaurant Kitchen Employees in Deluxe Hotels - (조직의 서비스지향성이 종업원 직무만족과 조직성과에 미치는 영향: 특급호텔 뷔페레스토랑 주방을 중심으로)

  • Song, Heung-Gyu;Jung, Deok-Young
    • Culinary science and hospitality research
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    • v.19 no.3
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    • pp.87-104
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    • 2013
  • This study attempts to effectively manage service orientation for deluxe hotel buffet restaurant workers in the kitchen organization. For this, the organization's service orientation in the relationship between employees' job satisfaction and organization performance was empirically tested. A survey was conducted to 300 restaurant employees working in the buffet kitchen of deluxe hotels in seoul. 276 copies of questionnaire were selected to take a regression analysis using Amos 16.0. The results of the test are as follows. First, the effect of service orientation on employee's job satisfaction showed that service leadership and service system of service orientation were significant factors about it. Second, hypothesis testing for the effect of service orientation on organization performance showed that human resource management of service orientation was a significant factor about it. The effect of employee's job satisfaction on organizational performance was significant as shown in previous studies. In conclusion, service leadership and service system should be a priority in order to improve service orientation and job satisfaction because employee's job satisfaction and organization performance have a direct relationship.

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A Study on the Factors Influencing Start-up Investment Stage of IT-based Enterprises (IT 기반 창업기업의 초기 투자유치와 성장에 영향을 미치는 요인에 대한 탐색 연구)

  • Hwang, Byung Sun;An, Joonmo;Kon, Hyewon
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.12 no.4
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    • pp.35-46
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    • 2017
  • The purpose of this study is to identify the characteristics of entrepreneurs and organizations related to the initial investment stage of IT-based entrepreneurs. Specifically, we examine the effects of founder-related characteristics such as background and experience of founders on the initial investment stage and explore how the organizational characteristics such as finance, human, and technology resources affect initial investment of start-up enterprise. To accomplish this study purpose, a questionnaire survey was conducted on entrepreneurs who were actually invested by government, angel, and VC. A total of 295 data were used for hypothesis testing, and the hypothesis was tested by hierarchical regression analysis. As a result of the study, it was found that founders who had experience of investment before or experienced in technology development had a significant influence on initial investment stage. In addition, it was confirmed that factors such as financial, human, and technology resources had significant positive effects on the initial investment stage. The results of this study make it possible to identify the competencies and characteristics required to attract investment to potential founders preparing for start-up in the future. It also provides information on how to formulate an effective human resource composition plan. Also, these results can be used as a basis for investment decision-making by providing investors with guidelines on investment selection criteria.

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Effects of Chronic Disease Management Based on Clinics for Blood Pressure or Glycemic Control in Patients with Hypertension or Type 2 Diabetes Mellitus (고혈압·당뇨병 환자의 혈압·혈당 조절에 미치는 의원 기반 만성질환관리사업의 효과)

  • Cheong, Won;Yim, Jun;Oh, Dae-Kyu;Im, Jeong-Soo;Ko, Kwang Pil;Kim, Yun Mi
    • Journal of agricultural medicine and community health
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    • v.38 no.2
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    • pp.108-115
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    • 2013
  • Objective: This study aimed to examine the effects of chronic disease management program based on clinics for blood pressure control or glycemic control in patients with hypertension or type 2 diabetes mellitus in Incheon. Methods: An observational follow up study was done on 11,501 patients registrated at clinics from January 1st to December 31st, 2010 in Incheon. Experience of education and mandatory laboratory tests were assessed with the registration data and income status was identified by National Health Insurance data. The odds ratio and 95% confidence intervals were derived from logistic regression models. Results: The experience of education has a positive effect for blood pressure control in the non-control group with hypertension at the time of registration (Odds ratio 1.357, confidence intervals: 1.112~1.655). The experience of mandatory laboratory tests has a positive effect for blood pressure control in the control group with hypertension at the time of registration (Odds ratio 1.738, confidence intervals: 1.387~2.178). But the effects of the experience of education and mandatory laboratory test in patients with type 2 diabetes mellitus were not identified. Conclusions: This study revealed the relationship between the experience of education or mandatory laboratory testing and blood pressure control in patients with hypertension.

Studies on the Drying Characteristics of Model Foods Using Computer Controls (컴퓨터 제어장치(制御裝置)를 이용한 모형식품(模型食品)의 건조특성(乾燥特性)에 관한 연구(硏究))

  • Park, Young Deok;Chang, Kyu Seob
    • Korean Journal of Agricultural Science
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    • v.19 no.2
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    • pp.179-186
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    • 1992
  • This experiment was carried out to study the drying characteristics of model foods containing moisture, protein and starch on different concentration of additives such as sodium chloride and sucrose. Textural properties of model foods were measured by using UTM(instron). The results obtained are summaried as follows: As starch content and solute concentration of model foods increase, drying time was extended. The multiple regression equations for drying characteristics of additive concentration ($X_1$, %), drying time ($X_3$, hr), drying temperature ($X_2$, OC), starch content($X_4$, %) are : $$E(MC)=58.282-5.197X_3-15.151X_4-0.145X_2+2.672X_1\;R^2=0.798\;(NaCl)$$ $$E(MC)=56.651-7.253X_3-0.183X_2-42.844X_1+3.025X_4\;R^2=0.858\;(Sucrose)$$ As starch content, drying temperature and solute concentation increased, he hard ness of model foods increased.

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A Study of the Causal Relationships between Social Work Education and Advocacy: The Mediating Effect of Social Work Values (사회복지 가치를 매개로 한 사회복지 교육과 옹호 태도 및 전략의 인과관계 분석)

  • Jeong, Sun-Young
    • Korean Journal of Social Welfare
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    • v.57 no.4
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    • pp.35-65
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    • 2005
  • The purpose of this study is to examine the Korean social workers' level of social work values and advocacy(attitudes and strategies) and to verify the relations among social work education, social work advocacy and social work values by examining whether social work education influences social work advocacy and social work values, and whether social work values affect social work advocacy. Further, this study wishes to confirm not only the direct effect that social work education has on social work advocacy, but also how social work education indirectly influences social work advocacy through social work values as a mediator. The research of this study was conducted on 242 social workers who have obtained social worker licenses and are currently working in the community centers. As survey tools, this study utilized social work advocacy attitudes, social work advocacy strategies, outcomes of social work education, social work values, self-esteem and locus of control. Collected data were analyzed by using SPSS/PC+ 12.0 for descriptive analysis, Pearson's correlation, reliability analysis, exploratory factor analysis and multiple regression. The research hypothesis was established according to the analysis method of the testing mediation of Baron & Kenny (1986) in order to examine whether social work values intervene between social work education and social work advocacy. The results of the hypothesis test confirm that social work values on the social level serve as a mediator variable.

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