• Title/Summary/Keyword: multiple logistic regression

Search Result 1,454, Processing Time 0.031 seconds

Association between Socioeconomic Status and Hepatitis C Prevalence among Community-Dwelling Adults (전라남도 일지역 거주 성인의 사회경제적 지위와 C형 간염과의 관계)

  • Ahn, Hye-Ran;Jeong, Hyun-Ju
    • Journal of Korean Public Health Nursing
    • /
    • v.31 no.2
    • /
    • pp.234-243
    • /
    • 2017
  • Purpose: This study was conducted to evaluate the socioeconomic status as a risk factor for hepatitis C virus infection among community-dwelling adults in Korea. Methods: This study was a cross-sectional study including 2,617 adults. Data from hepatocellular carcinoma epidemiological investigation and information regarding three markers of socioeconomic status, education, employment, household income, were obtained. Multiple logistic regression was performed to calculate odds ratios (ORs) for hepatitis C virus infection for socioeconomic status markers, adjusting for the other soioeconomic status marker, behavioral and hepatitis-related factors. Results: Of the 2,617 study subjects, 104 subjects infected with hepatitis C virus and prevalence was 4%. When compared to subjects with a lowest education, ORs was 0.16 (95% confidence interval [CI]: 0.04-0.69) for highest education group. After adjusting behavioral and hepatitis-related factors, ORs was 0.20 (0.05-0.87) for highest education compared with lowest group. Conclusion: Low educational level was associated with an increased risk of hepatitis C virus infection.

A Machine Learning-based Customer Classification Model for Effective Online Free Sample Promotions (온라인 무료 샘플 판촉의 효과적 활용을 위한 기계학습 기반 고객분류예측 모형)

  • Won, Ha-Ram;Kim, Moo-Jeon;Ahn, Hyunchul
    • The Journal of Information Systems
    • /
    • v.27 no.3
    • /
    • pp.63-80
    • /
    • 2018
  • Purpose The purpose of this study is to build a machine learning-based customer classification model to promote customer expansion effect of the free sample promotion. Specifically, the proposed model classifies potential target customers who are expected to purchase the products included in the free sample promotion after receiving the free samples. Design/methodology/approach This study proposes to build a customer classification model for determining customers suitable for providing free samples by using various machine learning techniques such as logistic regression, multiple discriminant analysis, case-based reasoning, decision tree, artificial neural network, and support vector machine. To validate the usefulness of the proposed model, we apply it to a real-world free sample-based target marketing case of a Korean major cosmetic retail company. Findings Experimental results show that a machine learning-based customer classification model presents satisfactory accuracy ranging from 70% to 75%. In particular, support vector machine is found to be the most effective machine learning technique for free sample-based target marketing model. Our study sheds a light on customer relationship management strategies using free sample promotions.

Chronic Obstructive Pulmonary Disease in Korea: Prevalence, Risk Factors, and Quality of Life (한국성인의 만성 폐쇄성 폐질환 유병률, 위험요인 및 삶의 질)

  • Jung, Young-Mi;Lee, Hee-Young
    • Journal of Korean Academy of Nursing
    • /
    • v.41 no.2
    • /
    • pp.149-156
    • /
    • 2011
  • Purpose: This study seeks to examine prevalence, risk factors, and quality of life of Korean adults with Chronic Obstructive Pulmonary Disease (COPD). Methods: From the database of the Fourth Korean National Health and Nutrition Examination Survey (KNHANES IV-1, 2008), the researchers selected 1,458 adults over the age of 45. The original study was a population-based epidemiological survey of health and nutrition with a stratified multistage clustered probability design. Prevalence of COPD was computed on the basis of the sampling weight. Data were analyzed using descriptive statistics, ${\chi}^2$ test, t-test and multiple logistic regression with the SPSS WIN 18.0 and SAS Ver. 9.1 program. Results: The prevalence of COPD was 18.0% among people older than 45 yr. The prevalence of current smokers was 19.7% in this population and 26.3% in individuals with COPD. Age, gender, education, and smoking levels were found to be risk factors for COPD. Significant difference in quality of life was founded between adults with COPD and the healthy controls. Conclusion: The results of this study indicate that COPD is a highly prevalent disease in Korea. To reduce the prevalence of COPD and improve health-related quality of life in patients with COPD, nursing interventions must focus on prevention of risk factors.

The Effect of Parenting Attitudes on Writing Vicious Internet Replies and the Viewing of Internet Pornography: With a Focus on Gender Differences (부모양육태도가 청소년의 악성댓글작성과 음란사이트열람에 미치는 영향: 성별차이를 중심으로)

  • Park, Na Rae;Oh, Su Kyung;Jin, Mi Seon;Baek, Su Jeong;Chung, Ick-Joong
    • Korean Journal of Child Studies
    • /
    • v.36 no.2
    • /
    • pp.39-54
    • /
    • 2015
  • The purpose of this study was to examine the impact of parenting attitudes on writing vicious internet replies and the viewing of internet pornography. This study utilized logistic and multiple regression analyses of the 5th wave(2nd grade in middle school) data from the Korean Youth Panel Study(KYPS), as administered by the National Youth Policy Institute. The results of this study can be summarized as follows: First, parenting attitudes were found to decrease the writing of vicious internet replies and the viewing of internet pornography. Second, there was a significant gender difference in the effect of parenting attitudes. As for male adolescents, parental monitoring was more important in the decrease in writing vicious internet replies and the viewing of internet pornography than parental attachment. In contrast, for female adolescents, parental attachment was more important in decreasing the viewing of internet pornography than parental monitoring. On the basis of these results, several implications for youth welfare practice and policy were suggested.

Medication Use as a Risk Factor for Falls among Hospitalized Stroke Patients (노인전문병원에 입원한 뇌졸중환자의 복용약물과 관련된 낙상 위험요인)

  • Sohng Kyeong-Yae;Cho Ok-Hee;Park Mi-Hwa
    • Journal of Korean Academy of Fundamentals of Nursing
    • /
    • v.13 no.1
    • /
    • pp.60-67
    • /
    • 2006
  • Purpose: To identify the relationship between medication use and falls among hospitalized stroke patients. Method: The medical records of 472 patients with strokes were reviewed using a questionnaire on falling developed by the authors. Frequencies, percentages, means, standard deviations, and t-test and ${\chi}^2$-test, multiple logistic regression analysis were done using the SAS program. Results: The rate for falls by the patients during their stay in the hospital was 14.0%. The length of stay was longer and the morbidity duration of stroke shorter in the fall group than in the non-fall group. The use of sedatives, laxatives, and antidepressants was a significant predictor of falls and was associated with increase likelihood of falling(1.82, 1.81, 1.75 times respectively). Conclusion: In hospitalized stroke patients, there was a significant association between the use of sedatives, laxatives, antidepressants and falls. The number and kinds of ingested drugs was also associated with falls. It is necessary to further analyze the causes of falls based on results of the present study.

  • PDF

Factors affecting In-hospital Complication and Length of Stay in Elderly Patients with Total Knee Arthroplasty (슬관절전치환술 노인 환자의 원내합병증과 재원일수 영향 요인)

  • Kim, Sang Mi;Lee, Hyun Sook
    • Korea Journal of Hospital Management
    • /
    • v.23 no.3
    • /
    • pp.52-62
    • /
    • 2018
  • This study aims to analyze the factors affecting in-hospital complication and length of stay in elderly patients with total knee arthroplasty. A total of 8,224 inpatients over 65 years old were selected from the national old inpatient sample data which was produced by Health Insurance Review and Assessment Service in 2016. STATA 12.0 was performed using frequency, chi-square test, t-test, ANOVA and multiple linear and logistic regression analysis. Analysis results show that ages(over 85), Charlson Comorbidity Index, district(metropolitan) for general hospitals and gender, district, beds(100-199) for hospitals are significantly influenced in-hospital complication. Statistically significant factors affecting the length of stay are gender, insurance type, depression, district, bed(300 over) for general hospitals and gender, type of insurance, Charlson Comorbidity Index, depression, district, beds(200-299) for hospitals. Based on these findings, the factors affecting in-hospital complication and length of stay were different depending on the type of medical institution. Accordingly, policymakers should analyze the differences in care behavior depending on the type of medical institution and expand policy and financial support to resolve them.

The Factors Affecting the Constipation of the Elderly at Nursing Homes (노인의 변비관련 요인 - 요양시설 거주 노인을 중심으로-)

  • Lee, Ki-Nam;Sung, Ki-Wol
    • Research in Community and Public Health Nursing
    • /
    • v.19 no.4
    • /
    • pp.575-586
    • /
    • 2008
  • Purpose: The purpose of this study is to identify factors affecting the constipation of the elderly at nursing homes. Method: A total of 184 elders at 7 nursing homes in P City participated. Information about constipation status (Constipation Assessment Scale). functional status (Katz' Activities of Daily Living). nutritional status (Mini-Nutritional Assessment). and depressive symptoms (Geriatric Depression Scale Short Form Korea version) were collected through interviews. Descriptive statistics. Chi-square test. and t-test were used to describe and compare the non constipation group and the constipation group. Multiple logistic regression analysis was used to determine factors affecting constipation status. Results: The prevalence of constipation was 47.5% (Men 37%. women 51%). Elders suffering from a disease (P=.021) and having low sleep satisfaction (P= .000) were more likely to be constipated than those who did not. The factors affecting the constipation of the elderly at nursing homes were gender (OR=3.558), sleep satisfaction (OR=.580), and depressive symptoms (OR=1.132). Conclusion: According to the result, to reduce the constipation rate of old women at nursing homes, we have to develop guidelines that can solve problems related to constipation cause by sleep-satisfaction and depressive symptoms.

  • PDF

Effects of Abdominal Obesity and Risk Drinking on the Hypertension Risk in Korean Adults (복부비만과 위험음주가 성인의 고혈압에 미치는 영향)

  • Lee, Eun Sook
    • Research in Community and Public Health Nursing
    • /
    • v.29 no.3
    • /
    • pp.349-358
    • /
    • 2018
  • Purpose: This study was conducted to investigate the combined effects of abdominal obesity and alcohol drinking on the risk of hypertension in Korean adults (aged ${\geq}30yrs$). Methods: Data of 13,885 subjects from the sixth Korea National Health and Nutrition Examination Survey were analyzed. The multiple logistic regression tests were used for the analysis, including potential covariates of the model. Results: Frequency of drinking, typical drinking quantity, and frequency of binge drinking had a positive relation to hypertension. The odds ratio of hypertension for risk drinkers with abdominal obesity was 4.81 compared to non-risk drinkers with normal waist circumstance, whereas the odds ratios of hypertension for risk drinkers with normal waist circumstance and non-risk drinkers with abdominal obesity were 1.58 and 2.37 respectively. Conclusion: Both abdominal obesity and alcohol drinking patterns were strong risk factors of hypertension in the Korean adults. Risk drinkers with abdominal obesity showed a marked high risk in hypertension compared to those with a single condition alone.

Character Analysis that influences to Surgical Gloves Punctures (수술장갑의 천공에 영향을 미치는 특성 분석)

  • Kim, Eu Jin;Koh, Myung Suk
    • Journal of Korean Clinical Nursing Research
    • /
    • v.18 no.1
    • /
    • pp.99-110
    • /
    • 2012
  • Purpose: The purpose of this study was to examine the puncture incidence of surgical gloves in an operational setting. Methods: The 277 surgical gloves were used collecting at one general hospital located in Seoul from February 1, 2011 to April 3. The data were analyzed by $x^2$ test, Fisher's exact test, and multiple logistic regression. Results: In the dental and orthopedic department, the puncture incidence were significantly higher than others. The time of wearing gloves demonstrated significant difference: The group 181-240 minutes had a significantly higher than those with under 90, 91-180, or over 240 minutes. The influencing factors were as follows. Compared to that of the 2nd assistants, the puncture incidence rates of the surgeons were 9.91 times, scrub nurses were 8.39 times higher respectively. The participants in work experience under 1 year showed a 4.58 times higher than those with over 7 years. In addition, compared to the puncture incidence rate of neurosurgery department, the 17.41 times in cardio-thoracic surgery, 13.89 times in dental surgery, 4.93 times in gynecology, and 4.97 times in orthopedics higher respectively. Conclusion: There is a need for training operational room personnels to occasionally exchange the gloves even during the procedure and to use double surgical gloves.

Urban-rural Disparities and Related Factors in Rates of Smoking by Korean Adolescents (도시 규모에 따른 남·녀 청소년의 흡연실태 비교 -대도시, 중소도시, 군지역 중심으로-)

  • Yu, Jung-Ok;Jung, Hee-Young;Kim, Young-Mi;Kwon, Soo-Ja
    • Journal of Korean Academy of Rural Health Nursing
    • /
    • v.8 no.1
    • /
    • pp.33-41
    • /
    • 2013
  • Purpose: The study was done to explore relationships between residential areas and smoking rates and to identify related factors contributing to smoking in Korea adolescents. Methods: An analysis was done of smoking rates and socioeconomic position indicators by city size based on a 2012 cross-sectional nationwide online survey conducted with 74,186 Korean middle and high school students aged 12-18 years old. Data were analyzed using x2-test and multiple logistic regression with the SPSS/WIN18.0 program. Results: Analyses revealed that rural boys were more likely to be current smokers compared to metropolitan boys (odds ratio 1.18, 95%-confidence interval 1.01; 1.38) but residential areas and smoking rates among girls were not related. After adjusting for covariates, results showed that city size, Family affluence score, economic status, parents' education level, living with parents, school type, and school achievement were related to increased an proportion of adolescents who smoked. Conclusion: In conclusion, rural living is a determinant of smoking among boys. Tobacco control programs should recognize differences in living conditions between rural and urban areas.