• 제목/요약/키워드: gender prediction

검색결과 129건 처리시간 0.021초

중학교 교사의 지각된 건강상태에 대한 직무스트레스와 가족스트레스의 예측정도 (Prediction of Perceived Health Status on Job Stress and Family Stress with Middle School Teachers)

  • 박형숙;정성희;박경연
    • 대한간호학회지
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    • 제37권4호
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    • pp.549-557
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    • 2007
  • Purpose: The purpose of this study was to identify the relationship among job stress, family stress and perceived health status of middle school teachers and to present basic information about promoting health and coping with stress. Method: Participants(N=547) was recruited in B city from November 2005 to December 2005. Data were analyzed with descriptive statistics, t-test, ANOVA, Pearson's correlation and multiple regression. Results: The degree of Job stress of the middle school teachers was 54.47 out of a total score of 88; that of family stress was 46.57 out of a total score of 96; and that of perceived health status was 78.59 out of the perfect score 100. There was a significantly negative relationship between job stress and perceived health status (r=-.274, p<.001), and family stress and perceived health status(r=-.408, p<.001). However, there was a positive relationship between job stress and family stress(r=.298, p<.001).Family stress, gender, charging subject, job stress, charging grade and number of family member was 27.1% of the variance in perceived health status of middle school teachers. Conclusion: Family stress has the most important impact on perceived health status with middle school teachers. Based on the finding, we could conclude that both job stress and family stress management should be required to improve perceived health status.

특성화고 학생들의 학교생활스트레스, 자아존중감, 건강증진행위간의 관계 (Relationship between School Life Stress, Self-Esteem and Health Promoting Behaviors for Specialized High School Students)

  • 이성옥;이선미;김종림;이정숙
    • 보건의료산업학회지
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    • 제7권2호
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    • pp.11-21
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    • 2013
  • The purpose of this study was to examine the relationship between school life stress, self-esteem and health promoting behaviors(HPB) of specialized high school students. Data were collected by questionnaires from 337 specialized high school students. Data were analyzed using descriptive statistics, Pearson's correlation coefficient, and multiple regression analysis. The results are as follows. The mean scores of male in HPB and self-esteem, were higher than that of female, however the mean score of female in school life stress was higher than that of male. The gender(p<.001), grade(p<.05), and health status(p<.001) affected the HPB significantly. The school life stress showed a significantly negative correlation with HPB, but the self-esteem showed a significantly positive correlation with HPB. Result of multiple regression analysis showed that the two factors, that were school life stress and self-esteem, affected the HPB significantly(p<.001) and made a 48% prediction. In conclusion, this study suggests that school life stress and self-esteem are significant influencing factors on HPB among specialized high school students. The effective HPB program and systematic health education are needed to increase the HPB of specialized high school student.

Exploring Chemotherapy-Induced Toxicities through Multivariate Projection of Risk Factors: Prediction of Nausea and Vomiting

  • Yap, Kevin Yi-Lwern;Low, Xiu Hui;Chan, Alexandre
    • Toxicological Research
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    • 제28권2호
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    • pp.81-91
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    • 2012
  • Many risk factors exist for chemotherapy-induced nausea and vomiting (CINV). This study utilized a multivariate projection technique to identify which risk factors were predictive of CINV in clinical practice. A single-centre, prospective, observational study was conducted from January 2007~July 2010 in Singapore. Patients were on highly (HECs) and moderately emetogenic chemotherapies with/without radiotherapy. Patient demographics and CINV risk factors were documented. Daily recording of CINV events was done using a standardized diary. Principal component (PC) analysis was performed to identify which risk factors could differentiate patients with and without CINV. A total of 710 patients were recruited. Majority were females (67%) and Chinese (84%). Five risk factors were potential CINV predictors: histories of alcohol drinking, chemotherapy-induced nausea, chemotherapy-induced vomiting, fatigue and gender. Period (ex-/current drinkers) and frequency of drinking (social/chronic drinkers) differentiated the CINV endpoints in patients on HECs and anthracycline-based, and XELOX regimens, respectively. Fatigue interference and severity were predictive of CINV in anthracycline-based populations, while the former was predictive in HEC and XELOX populations. PC analysis is a potential technique in analyzing clinical population data, and can provide clinicians with an insight as to what predictors to look out for in the clinical assessment of CINV. We hope that our results will increase the awareness among clinician-scientists regarding the usefulness of this technique in the analysis of clinical data, so that appropriate preventive measures can be taken to improve patients' quality of life.

Variations in the Hospital Standardized Mortality Ratios in Korea

  • Lee, Eun-Jung;Hwang, Soo-Hee;Lee, Jung-A;Kim, Yoon
    • Journal of Preventive Medicine and Public Health
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    • 제47권4호
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    • pp.206-215
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    • 2014
  • Objectives: The hospital standardized mortality ratio (HSMR) has been widely used because it allows for robust risk adjustment using administrative data and is important for improving the quality of patient care. Methods: All inpatients discharged from hospitals with more than 700 beds (66 hospitals) in 2008 were eligible for inclusion. Using the claims data, 29 most responsible diagnosis (MRDx), accounting for 80% of all inpatient deaths among these hospitals, were identified, and inpatients with those MRDx were selected. The final study population included 703 571 inpatients including 27 718 (3.9% of all inpatients) in-hospital deaths. Using logistic regression, risk-adjusted models for predicting in-hospital mortality were created for each MRDx. The HSMR of individual hospitals was calculated for each MRDx using the model coefficients. The models included age, gender, income level, urgency of admission, diagnosis codes, disease-specific risk factors, and comorbidities. The Elixhauser comorbidity index was used to adjust for comorbidities. Results: For 26 out of 29 MRDx, the c-statistics of these mortality prediction models were higher than 0.8 indicating excellent discriminative power. The HSMR greatly varied across hospitals and disease groups. The academic status of the hospital was the only factor significantly associated with the HSMR. Conclusions: We found a large variation in HSMR among hospitals; therefore, efforts to reduce these variations including continuous monitoring and regular disclosure of the HSMR are required.

Colorectal Cancer Mortality Characteristics and Predictions in China, 1991-2011

  • Fang, Jia-Ying;Dong, Hong-Li;Sang, Xue-Jin;Xie, Bin;Wu, Ku-Sheng;Du, Pei-Ling;Xu, Zhen-Xi;Jia, Xiao-Yue;Lin, Kun
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권17호
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    • pp.7991-7995
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    • 2015
  • Background: To identify the epidemiological characteristics of colorectal cancer mortality in China during the period of 1991-2011, and forecast the future five-year trend. Materials and Methods: Mortality data for colorectal cancer in China from 1991 to 2011 was used to describe epidemiological characteristics in terms of age group, gender, and rural/urban residence. Trend surface analysis was performed to analyze the geographical distribution of colorectal cancer. Four models including curve estimation, time series modeling, gray modeling and joinpoint regression were applied to forecast the trends for the future five years. Results: Since 1991 the colorectal cancer mortality rate increased yearly, and our results showed that the trend would continue to increase in the ensuing 5 years. The mortality rate in males was higher than that of females and the rate in urban areas was higher than in rural areas. The mortality rate was relatively low for individuals less than 60 years of age, but increased dramatically afterwards. People living in the northeastern China provinces or in eastern China had a higher mortality rate for colorectal cancer than those living in middle or western China provinces. Conclusions: The steadily increasing mortality of colorectal cancer in China will become a substantial public health burden in the foreseeable future. For this increasing trend to be controlled, further efforts should concentrate on educating the general public to increase prevention and early detection by screening. More effective prevention and management strategies are needed in higher mortality areas (Eastern parts of China) and high-risk populations (60+ years old).

Alcohol as a Risk Factor for Cancer: Existing Evidence in a Global Perspective

  • Roswall, Nina;Weiderpass, Elisabete
    • Journal of Preventive Medicine and Public Health
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    • 제48권1호
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    • pp.1-9
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    • 2015
  • The purpose of the present review is to give an overview of the association between alcohol intake and the risk of developing cancer. Two large-scale expert reports; the World Cancer Research Fund (WCRF)/American Institute of Cancer Research (AICR) report from 2007, including its continuous update project, and the International Agency for Research of Cancer (IARC) monograph from 2012 have extensively reviewed this association in the last decade. We summarize and compare their findings, as well as relate these to the public health impact, with a particular focus on region-specific drinking patterns and disease tendencies. Our findings show that alcohol intake is strongly linked to the risk of developing cancers of the oral cavity, pharynx, larynx, oesophagus, colorectum (in men), and female breast. The two expert reports diverge on the evidence for an association with liver cancer and colorectal cancer in women, which the IARC grades as convincing, but the WCRF/AICR as probable. Despite these discrepancies, there does, however, not seem to be any doubt, that the Population Attributable Fraction of alcohol in relation to cancer is large. As alcohol intake varies largely worldwide, so does, however, also the Population Attributable Fractions, ranging from 10% in Europe to almost 0% in countries where alcohol use is banned. Given the World Health Organization's prediction, that alcohol intake is increasing, especially in low- and middle-income countries, and steadily high in high-income countries, the need for preventive efforts to curb the number of alcohol-related cancers seems growing, as well as the need for taking a region- and gender-specific approach in both future campaigns as well as future research. The review acknowledges the potential beneficial effects of small doses of alcohol in relation to ischaemic heart disease, but a discussion of this lies without the scope of the present study.

Development of a New Personal Magnetic Field Exposure Estimation Method for Use in Epidemiological EMF Surveys among Children under 17 Years of Age

  • Yang, Kwang-Ho;Ju, Mun-No;Myung, Sung-Ho;Shin, Koo-Yong;Hwang, Gi-Hyun;Park, June-Ho
    • Journal of Electrical Engineering and Technology
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    • 제7권3호
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    • pp.376-383
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    • 2012
  • A number of scientific researches are currently being conducted on the potential health hazards of power frequency electric and magnetic field (EMF). There exists a non-objective and psychological belief that they are harmful, although no scientific and objective proof of such exists. This possible health risk from ELF magnetic field (MF) exposure, especially for children under 17 years of age, is currently one of Korea's most highly contested social issues. Therefore, to assess the magnetic field exposure levels of those children in their general living environments, the personal MF exposure levels of 436 subjects were measured for about 6 years using government funding. Using the measured database, estimation formulas were developed to predict personal MF exposure levels. These formulas can serve as valuable tools in estimating 24-hour personal MF exposure levels without directly measuring the exposure. Three types of estimation formulas were developed by applying evolutionary computation methods such as genetic algorithm (GA) and genetic programming (GP). After tuning the database, the final three formulas with the smallest estimation error were selected, where the target estimation error was approximately 0.03 ${\mu}T$. The seven parameters of each of these three formulas are gender (G), age (A), house type (H), house size (HS), distance between the subject's residence and a power line (RD), power line voltage class (KV), and the usage conditions of electric appliances (RULE).

빅데이터를 활용한 은행권 고객 세분화 기법 연구 (A Customer Segmentation Scheme Base on Big Data in a Bank)

  • 장민석;김형중
    • 디지털콘텐츠학회 논문지
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    • 제19권1호
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    • pp.85-91
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    • 2018
  • 대부분의 은행은 고객 세분화를 위해 성별, 나이, 직업, 주소 등 인구통계정보만을 사용하고 있으나, 이는 고객의 다양한 금융행동 패턴을 반영하지 못하는 단점이 있다. 본 연구에서는 은행 내 다양한 빅데이터를 융합하여 문제점을 해결함과 동시에 향후 많은 은행에서 폭넓게 활용될 수 있는 고객 세분화 방법을 개발하는 것을 목표로 한다. 본 연구에서 제안한 블록을 만들어 이 블록을 클러스터링하는 상향식 방식의 세분화는 기법을 제안한다. 이 방식은 기존의 인구통계정보 뿐만 아니라 다양한 거래패턴, 채널접촉패턴에 기반을 둔 고객의 다양한 금융니즈를 정교하게 반영할 수 있다는 장점이 있다. 세분화를 통해 고객의 금융니즈를 보다 정교하게 반영한 적정 동료그룹을 찾아 이를 기반으로 상품추천, 금융니즈 등급 산출, 고객이탈 예측 등 다양한 마케팅 모델을 개발하여 실제 농협은행 마케팅에 활용할 것이다.

피부주름두께 측정을 통한 성인의 둔부 근육주사 바늘의 최적 길이 예측 (Prediction of Optimal Gluteal Intramuscular Needle Length by Skinfold Thickness Measurements in Korean Adults)

  • 최동원;송경애;김범수
    • 대한간호학회지
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    • 제40권6호
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    • pp.844-851
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    • 2010
  • Purpose: This study was conducted to assess optimal needle length for gluteal intramuscular injections (IM) via simple skinfold thickness (SFT). Methods: For this study, 190 healthy adults were recruited and grouped into eight groups according to gender and body mass index (BMI) (kg/$m^2$). The Korean Society for the Study of Obesity criteria defines a BMI under 20 as underweight, 20.1-22.9 as normal, 23-24.9 as overweight and over 25 as obese. For each participant, the SFT of dorsoguteal (DG) and ventrogluteal (VG) sites were measured using a caliper. Subcutaneous tissue thickness was acquired through ultrasonic images. Results: For men in the overweight and obese groups at the DG site, for the obese group at the VG site, and for women in the normal weight, overweight and obese groups at both sites, the mean subcutaneous tissue thickness exceeded 1.84 cm, the minimal length for a 1 inch needle used for IM. At the DG site, optimal intramuscular needle length (OINL) was 1.4 times in women and 1.0 times in men compared to SFT. At the VG site, OINL was 1.3 times in women and 0.9 times in men compared to SFT. Conclusion: The results of this study suggest that SFT is a reliable index to determine optimal needle length with minimal effort prior to IM.

다주파수 생체임피던스 저항을 이용한 당뇨병 환자의 허증 변증 예측 (Prediction of Deficiency Pattern in Diabetic Patients Using Multi-frequency Bioimpedance Resistance)

  • 김가혜;김슬기;차지윤;유호룡;김재욱
    • 동의생리병리학회지
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    • 제36권3호
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    • pp.94-99
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    • 2022
  • The discovery of biomarkers related to pattern identification (PI), the core diagnostic theory of Korean medicine (KM), is one of the methods that can provide objective and reliable evidence by applying PI to clinical practice. In this study, 40 diabetic patients and 41 healthy control subjects recruited from the Korean medicine clinic were examined to determine the human electrical response related to the deficiency pattern, a representative pattern of diabetes. Qi-Blood-Yin-Yang deficiency pattern scores, which are representative deficiency patterns for diabetes mellitus, were obtained through a questionnaire with verified reliability and validity, and the human electrical response was measured non-invasively using a bioimpedance meter. In ANCOVA analysis using gender as a covariate, the 5 kHz frequency resistance and 5-250 kHz frequency reactance were significantly lower in the diabetic group than in non-diabetic control group. In addition, the multiple regression analysis showed a positive correlation (R2=0.11~0.19) between the Yang deficiency pattern score and resistance value for the diabetic group; the correlation was higher at higher frequencies of 50kHz (R2=0.18) and 250kHz (R2=0.19) compared to 5kHz(R2=0.11). In contrast, there was no such significant association in the control group. It implies that bioimpedance resistance measured at finite frequencies may be useful in predicting Yang deficiency, which is closely related to diabetic complications by reflecting the decrease in body water content and metabolism. In the future, large-scale planned clinical studies will be needed to identify biomarkers associated with different types of PI in diabetes.