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Design and Implementation of A Preference Analysis System Based on Sentiment Analysis (감정 분석 기반의 선호도 분석 시스템의 설계 및 구현)

  • Hee-Jun Moon;Dong-Hyun Kim
    • The Journal of the Korea institute of electronic communication sciences
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    • v.19 no.1
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    • pp.289-294
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    • 2024
  • Traditional poll-based preference analysis techniques are time-consuming, expensive, and limited in the domains they can survey. To solve this problem, this paper proposes a preference analysis system based on sentiment analysis. After collecting web documents using the keywords entered by the user, the polarity is calculated using the N-gram technique. To reduce the analysis time when analyzing a large amount of web documents, we designed and implemented a container-based system using worker services. Comparing the analyzed results of the proposed system with existing polls shows a difference of 1% to 8%.

Severity Analysis for Occupational Heat-related Injury Using the Multinomial Logit Model

  • Peiyi Lyu;Siyuan Song
    • Safety and Health at Work
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    • v.15 no.2
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    • pp.200-207
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    • 2024
  • Background: Workers are often exposed to hazardous heat due to their work environment, leading to various injuries. As a result of climate change, heat-related injuries (HRIs) are becoming more problematic. This study aims to identify critical contributing factors to the severity of occupational HRIs. Methods: This study analyzed historical injury reports from the Occupational Safety and Health Administration (OSHA). Contributing factors to the severity of HRIs were identified using text mining and model-free machine learning methods. The Multinomial Logit Model (MNL) was applied to explore the relationship between impact factors and the severity of HRIs. Results: The results indicated a higher risk of fatal HRIs among middle-aged, older, and male workers, particularly in the construction, service, manufacturing, and agriculture industries. In addition, a higher heat index, collapses, heart attacks, and fall accidents increased the severity of HRIs, while symptoms such as dehydration, dizziness, cramps, faintness, and vomiting reduced the likelihood of fatal HRIs. Conclusions: The severity of HRIs was significantly influenced by factors like workers' age, gender, industry type, heat index , symptoms, and secondary injuries. The findings underscore the need for tailored preventive strategies and training across different worker groups to mitigate HRIs risks.

The Effect of Industrial Health Education on Workers' Health Status : focusing on Small and Medium Industries (산업장 보건교육과 근로자 건강상태에 관한 연구 -일부 중소규모 산업장을 중심으로-)

  • 송현종;이명선
    • Korean Journal of Health Education and Promotion
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    • v.15 no.2
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    • pp.1-21
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    • 1998
  • The industrial health education is the most fundamental and active area in the industrial health. It has become increasingly recognized as an important component of preventive occupational health programs and is an essential service for improvement of productivity and employee's health. Evaluating the worker's health status is a part of the occupational health promotion policy and is very important to know the efficiency of the occupational health service. In this point, the purpose of this study was to clarify the effect of the industrial health education on worker's health status. This study included a survey of 625 workers at 28 factories in Puchon area form August Z7 to September 30, 1996. The research was carried out through the analysis of the self-administered questionnaires and health examination records. The results were as follows: 1. For demographic characteristics, 66.5% of the respondents were male. The most prevalent age group was 30 - 39years group(30.4%). Those who graduated from high school were 43.5%. The workers whose monthly income ranged from 600,000 to 100,000 won were 40.3%. As for the marital status, 69.4% of the respondents were married. 2. For occupational characteristics, 37.9% of the workers had worked 2 to 5 years in the factories, 69.4% of the respondents worked at the assembly line and the staffs were 27.0%. T26.4% of the respondents worked at hazardous workplace and 71.8% of the workers worked 9 to 10 hours a day. Those who worked during the night were 56.0%. Those who felt much for them workload were 29.9% and were dissatisfied with their working environment and job were 33.6%, 19.1%. 3. The 39.4% of the respondents received the industrial health education and most of them received on the safety and only few on family health. 70.7% out of those who had industrial health education reported it helped their health management.

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Workers' Health Belief in Health Promotion Programs and Related Factors (사업장 건강증진 프로그램에 대한 근로자의 건강신념 및 관련요인)

  • Kim, Young-Im;Kim, Soon-Lae;Jung, Hye-Sun;Kim, Souk-Young;Park, Hyun-Ju
    • Research in Community and Public Health Nursing
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    • v.20 no.4
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    • pp.465-473
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    • 2009
  • Purpose: The purpose of the study was to investigate the relationships between worker's health belief in health promotion programs and their demographic, health, and health behavior characteristics. Methods: This study used survey data from 262 small- and large-scale workplaces. The study included 1149 male and female workers who completed the questionnaires. Results: The health belief score increased significantly with age and length of service. Male, married, shift-work, and white-collar workers showed a significantly higher health belief score than female, single, non-shift-work, and blue-collar ones. Workers with disease history, hypertension, or obesity had a significantly higher health belief score. Regular exercise was significantly correlated with the health belief score. When all the variables were included in the model, the health belief score was significantly higher in workers who were married, had a longer length of service, worked in the sales department, were diagnosed with hypertension, exercised regularly, and felt fatigue. Conclusion: The results showed that workplace intervention programs meet more the needs of workers who have a higher health belief score. In addition, given that healthier life style was related to a higher health belief score, further research is required to find how to change health behavior in workers.

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Analysis of Web Caching Techniques for Efficient Web Data Loading (효율적인 웹 데이터 로딩을 위한 웹 캐싱 기법 분석)

  • Kim, Hyun-Gook;Park, Jin-Tae;Moon, Il-Young
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2018.05a
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    • pp.497-500
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    • 2018
  • As the fourth industrial revolution began to take off in earnest, the quality and quantity of data shared among devices began to increase exponentially over the network. In addition, the category of devices where people are exposed to such data has become diversified into desktops, mobile phones, smart phones, smart pads, and smart watches. As a result, the medium that contacts the data has begun to change, and the place where modern society has the most data is smart device. However, smart devices still leave much to be desired in terms of network speed and hardware specifications to handle large amounts of data at one time. Therefore, in this paper, we analyze the use of Service Worker, IndexedDB, and LocalStroage, which can retrieve a large amount of web contents more efficiently from mobile devices, and suggest ways to improve it.

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The Effect of Occupational Health Service on the Improvement of Worker’s Health in a Lead Using Industry (모연취급 사업장에서의 산업보건사업이 근로자 건강증진에 미치는 효과)

  • Lee, Byeong-Guk;Lee, Gwang-Muk;An, Gyu-Dong
    • 산업보건소식
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    • no.46
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    • pp.3-13
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    • 1987
  • For the purpose of investigating the effect of occupational health service in terms of environmental control and health provision of workers on the improvement of worker's health, authors analysed the data of environmental measurement and health check-up of one lead using industry who started his investment to environmental improvement from 1980. Six hundred million won was invested for environmental improvement from 1980 to 1986. This investment brought about apparent improvement of working conditions of all of the workplaces from mean concentration of lead in air over 0.15mg/$m^3$ 1981 to mean concentration of lead in air less than 0.15mg/$m^3$. Environmental control reduced mean blood lead level from 51.2 $\pm$ 11.5ug/이 in 1983 to 39.2 $\pm$ 16.0ug/dl in 1986, and delta-aminolevulinic acid concentration 3.15 $\pm$ 2.1mg/l in 1982 to 1.96 $\pm$ 1. 7mg/l in 1986, respectively. Blood ZPP levels were decreased from 76.1 $\pm$ 58.9ug/dl in 1983 to 42.23 $\pm$ 30.3ug/dl in 1986. If 150ug/dl of blood ZPP is considered as unacceptable limit of lead intoxication, more than 10 percent of workers belonged to this category in 1983, but only 0.5 of workers showed their blood ZPP level over the 150ug/dl in 1986 It was observed that no workers whose work duration were less than one year showed their blood ZPP level over 100ug/dl, but there were high percentages of lead workers with high blood ZPP (over 150 ug/dl) who were working in uncontrolled had working condition and whose work duration were less than one year.

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Design of Web Content Update Algorithm to Reduce Communication Data Consumption using Service Worker and Hash (서비스워커와 해시를 이용한 통신 데이터 소모 감소를 위한 웹 콘텐츠 갱신 알고리즘 설계)

  • Kim, Hyun-gook;Park, Jin-tae;Choi, Moon-Hyuk;Moon, Il-young
    • Journal of Advanced Navigation Technology
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    • v.23 no.2
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    • pp.158-165
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    • 2019
  • The existing web page was downloaded and provided to the user every time the user requested the page. Therefore, if the same page is repeatedly requested by the user, only the download for the same resource is repeated. This is a factor that causes unnecessary consumption of data. We focus on reducing data consumption caused by unnecessary requests between users and servers, and improving content delivery speed. Therefore, in this paper, we propose a caching system and an algorithm that can reduce the data consumption while maintaining the latest cache by comparing the hash value using the hash function that can detect the change of the file requested by the user.

The relationship between Customized SMEs R&D Support and Job Creation

  • Bae, Sang-Jin;Ko, Chang-Ryong
    • The Journal of Economics, Marketing and Management
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    • v.6 no.1
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    • pp.17-24
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    • 2018
  • Purpose - Major countries in the world continue to grow up without employment by the economy opening, more investment in foreign countries and technical innovation. Nevertheless, SMEs have job creation continuously. As this result, support for SMEs that is the source of job creation has increased attention. However, previous research between SMEs and job-creating is limited to the job creation effect of comparing with large companies, and R&D investment effect including government support. Also, many research provides the different result of correlation with technology innovation and job creation. Therefore, previous research has insufficient to explain job creation by which in the technology commercialization stage and the job-specific workforce. Research design, data, and Methodology - This study investigated the impact of customized R&D support upon job creation by using questionnaires of SMEs R&D service of K-Institution from 2009 to 2013. In detail, we analyzed the relationship between the technology commercialization stage and the usefulness of customized R&D support. Also, we added the analyzed the relationship between the usefulness of customized R&D support and the job-specific workforce. Results - Research result, Job creation had a significant relation to the usefulness of customized R&D support in product design stage and mass production stage. Also, R&D worker and production worker correlated with the usefulness of customized R&D support. These results indicate the importance of hiring R&D workers and production workers at the higher technology readiness. Conclusions -Therefore, this study suggests some implications for the government's SMEs support policy and the solve employment problems such as youth unemployment.

Importance-Performance Analysis about Sanitation Management Items Performed by School Food service Workers (학교급식소 조리종사원 담당 위생관리항목에 대한 중요도-수행도 분석)

  • Lee, Hye-Yeon;Chang, Hew-Won;Bae, Hyun-Joo
    • Korean journal of food and cookery science
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    • v.27 no.1
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    • pp.21-31
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    • 2011
  • The purposes of this study were to investigate the gap in perceived importance-performance between dietitians and food service workers regarding school food service sanitation and to analyze items that should be given priority for improvement. Data were collected by 440 food service workers and 71 dietitians in Gyeongbuk province. All statistical analyses were conducted using the SAS package program (version 8.2 for Windows) for descriptive analysis, t-test, and importance-performance analysis (IPA). According to the performance analysis, there were significant differences between dietitians and food service workers in 18 out of the 20 items. In all of 18 items, the evaluated performance scores according to the food service workers were higher than those of the dietitians. In addition, the results of IPA confirmed the following areas as improvement priorities: proper hand washing of food service workers, cleanliness of trays and utensils, monitoring of temperature of refrigerated/frozen foods and quality of the food materials during inspection, proper washing and disinfection of raw vegetables and fruits and maintenance of CCP records, and control of food holding temperature and methods. In conclusion, dietitians should perform education about sanitation management items that have low perceived importance and should make a plan to improve sanitation management after understanding the gap in perceived importance-performance between dietitians and food service workers.

A Study on the Characteristics of Labor Market Transition and Factors Influencing Labor Market Transition of Injured Workers (산업재해근로자 노동시장이행의 성격과 영향요인 연구)

  • Bae, Hwa Sook
    • Korean Journal of Social Welfare
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    • v.69 no.3
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    • pp.193-212
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    • 2017
  • This study is purposed to explain the characteristics of injured workers' labor market situation and to analyze the factors influencing labor market transition of those workers. Using the Worker's Compensation Insurance Panel Data ver.1~3 which was surveyed by the Korean Workers' Compensation & Welfare Service in 2013-2015, this study analyzed 1,668 injured worker cases. The study shows that workers who have experience job retention at least once are 36.8% of all, 51.5% of them have experienced re-employment, and 36.9% have done unemployment. One result of the longitudinal analysis is that socio-demographic factors including gender, age, education years, convalescence period, ability on job performance, company size, term of service, temporary employment, daily-workers status before job accident and job training were associated with return to pre-injury job. The other result is that statistically significant factors affecting the probability to be the unemployed are gender, age, levels of disability, convalescence, ability on job performance, term of service before job accident, job rehabilitation service utilization. These findings indicate that we need to develop efficient intervention programs for supporting return-to-work and labor market transition of injured workers.

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