• 한국안전학회지
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• 제36권4호
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• pp.47-53
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• 2021

The fatality rate is used to estimate each country's risk level. However, the fatality rate is calculated using the number of fatal accidents and workers, which is collected differently across countries. It is therefore problematic to use these numbers in an equivalent way. This study proposes a new approach for calculating the number of full-time equivalent workers when evaluating individual countries' fatality rate by suggesting an equivalent condition for the calculation of the number of full-time equivalent workers. This study proceeds in three steps: (i) analysis of the fatality rate among various countries; (ii) fatality rate calculation using the full-time equivalent workers; and (iii) comparison of the fatality rate among various countries. The study found that for the fatality rate based on national data, the fatality rate in South Korea (1.72‱) is 10 times higher than that in United Kingdom (0.17‱). However, according to the number of full-time equivalent workers, the fatality rate in South Korea (1.86‱) was three times higher than that in the United Kingdom (0.56‱). These findings reveal a difference in the fatality rate depending on the method used to calculate the number of full-time equivalent workers. Therefore, the number of full-time equivalent workers must be calculated for each country to accurately compare the fatality rate. Ultimately, the study's results highlight the need for clearer standards in the assessment of the fatality rate by country in international organizations such as the ILO.

• 대한전자공학회논문지TC
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• 제43권9호
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• pp.25-31
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• 2006

본 논문에서는 데이터 마이닝을 이용한 차량 사고 사망확률 모형을 제안하였다. 본 논문의 목표는 제안된 모델을 이용하여 기술적, 환경적 개선을 통해 교통사고를 줄이는 것으로 교통사고 데이터를 수집하여 데이터 마이닝 알고리즘을 적용하여 사망 원인에 대한 분석을 통해 사망확률 모형을 개발하였다. 이를 위해서 훈련 데이터와 테스트 데이터를 이용하여 최적의 모형을 개발하였다. 이모형을 통해 교통 사망사고에 대한 사망확률을 구할 수 있고 사망 사고의 원인이 되는 중요한 요인을 알아낼 수 있다. 교통사고의 원인이 되는 요인을 기술 개발과 교통 환경 개선에 활용한다면 향후 교통사고를 줄이는데 기여할 것이다.

• 한국동물위생학회지
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• 제13권2호
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• pp.154-161
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• 1990

This survey was carried out to investigate the fatality of the newborn beef calves in three ranches in Cheju area. The results were summarized as follows : 1. The fatality rate was 5.8%(67 calves) from the total 1, 160 calves examined. 2. There were pneumonia(46%), enteritis(16%), suckling disorder(13%), theileriasis (4%). and hypomagnesemia(4%) in dead calves. 3. Most of dead calves(78%) with 52cases died within 30days postparturition. 4. Bacteria-induced fatal diseases in newborn calves within 30 days postparturition might be closely associated with maternal immunity by the lack of immnunoglobalin of strum.

• International Journal of Industrial Entomology and Biomaterials
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• 제37권1호
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• pp.9-14
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• 2018

Bacterial species, Bacillus amyloliquefaciens and Lactobacillus species (L. sp.5-1), are known to inhibit the growth of pathogenic bacteria and fungi. Metarhizium anisopliae is a pathogenic fungal species which causes fatal damage to P. brevitarsis populations. Therefore, we investigated the inhibitory effect of B. amyloliquefaciens and L. sp. 5-1 on M. anisopliae induced fatality rates in P. brevitarsis. Samples of M. anisopliae-infected sawdust were treated with strain B. amyloliquefaciens KACC10116, strain L. sp. 5-1 KACC19351, and a combination of the two. P. brevitarsis were fed treated sawdust samples, and their subsequent fatality rate was monitored. The fatality rate fell below 1.5% after 10 days and decreased by approximately 40% after 15 days. On average, the fatality rate decreased by 20%, compared to the control. The difference in the decrease in fatality rate between B. amyloliquefaciens treatment and L. sp. 5-1 treatment was not significant. Results indicate that both strains exhibit high anti-fungal activity, which may be useful in environmental purification efforts. These strains may be used for effective prevention of fungal infection in P. brevitarsis.

• 대한교통학회지
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• 제24권2호
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• pp.139-145
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• 2006

본 논문에서는 보행-차량 충돌사고 시 보행자 사망 여부를 확률적으로 예측할 수 있는 모형을 개발하였다. 베이지안 신경망을 적용하여 보행자 사망확률모형을 개발하고, 로지스틱 회귀분석 기법 기반의 모형과 예측력을 비교하였다. 본 연구를 위하여 개별 교통사고 자료를 수집하였으며, 교통사고 재현을 통해 사고 당시의 충돌속도를 추정하여 보행자 연령, 차종과 함께 모형의 독립변수로 사용하였다. 보다 정확하고 신뢰성 있는 모형개발을 위해 반복적 샘플링기법을 적용하여, 다양한 학습자료 및 테스트 자료를 구성하고 모형의 성능을 평가하였다 본 연구를 통해 개발된 모형은 보행자 보호를 위한 첨단차량기술 개발, 제한속도의 설정 등 다양한 정책 및 관련기술의 개발을 지원하는 유용한 도구로 사용될 것으로 기대된다.

• 한국안전학회지
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• 제35권3호
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• pp.72-78
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• 2020

The accident fatality rate has decreased by more than 90% compared to 2006, due to the safety management and safety investment based on the Rail Safety Act. Most railway safety indicators, including fatality rates, have improved significantly from 60% to 80%, reaching the level of developed countries in terms of most railway safety indicators. However, the only staff fatality rate at work is not improved, and it is 3 to 5 times higher than that of developed countries. Most of the fatality occurred during employee's work recently occurred due to accidents hit by train while track work. In principle, when operating track need to check or maintenance, the operation of the train should be stopped and the work carried out. However, in Korea, due to the highest passenger density and train operating density in the world, it is caused by a structural problem that requires workers to enter the track while the train is running and perform various tasks such as maintenance and inspection. In this study, we analyzed the risk of accidents caused by hit by trains on the track, which is the biggest cause of staff fatality, using the main statistics of the last 10 years. In detail, the scenarios of the main causes of hit by trains and workers were formed to suggest the effectiveness of the current preventive measures and supplementary.

• 대한교통학회지
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• 제23권3호
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• pp.49-57
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• 2005

본 연구에서는 보행자와 차량의 충돌 시 보행자의 상해를 감소시키기 위한 충돌안전기준의 도입에 따른 보행자 사망자수 감소 효과를 추정하는 방법론을 개발하였다. 국내 교통환경 특성을 반영한 보행자 사망확률모형을 개발하고, 사망자 감소 효과 추정에 반영하였다. 사고재현을 통해 추정된 충돌속도를 보행자 사망확률모형의 주요 변수로 사용하였다. 모형의 개발을 위해서는 logistic regression 기법을 적용하였으며, 충돌안전기준의 주요 변수인 HIC(Head Injury Criterion)와 충돌속도의 변화에 따른 사망자수 감소효과를 계량화하여 제시하였다. 제안된 방법론은 향후 국내 실정에 부합되는 충돌안전기준의 개발, 보행자 보호를 위한 첨단 차량의 개발, 보행자 안전을 위한 정책 수립 등을 지원하는 중요한 역할을 수행할 것으로 기대된다.

• 한국산업보건학회지
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• 제28권3호
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• pp.312-318
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• 2018

Objectives: This study is aimed to illustrate the status of the occupational accident rate, fatality rate, and musculoskeletal disorder rate by safety and health management type in workplaces. Methods: In order to analyze the status of the occupational accident rate, fatality rate, and musculoskeletal disorder rate of different safety and health management types in workplaces, selected data from the Occupational Safety and Health Research Institute were used. Results: The occupational accident rate in workplaces where safety and health managers had been appointed was lower than in those where safety and health management was entrusted to other organizations, while the result was the opposite in regards to the fatality rate per 10,000 workers caused by accident. However, the occupational fatality rate per 10,000 workers in workplaces where safety and health managers have other roles was 426% higher than those where safety and health management was entrusted to other organizations. Moreover, the musculoskeletal disorder rate of the workplaces where safety and health managers have other roles was 15% higher than those where health management was entrusted to other organizations. Conclusions: It is necessary to review the effectiveness of systems in which safety and health managers can concurrently engage in other roles.

• 대한안전경영과학회지
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• 제24권4호
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• pp.41-47
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• 2022

A reliable prediction model of national occupational accident fatality rate can be used to evaluate level of safety and health protection for workers in a country. Moreover, the socio-economic aspects of occupational accidents can be identified through interpretation of a well-organized prediction model. In this paper, we propose a machine learning based relative comparison methods to predict and interpret a national occupational accident fatality rate based on socio-economic indicators. First, we collected 29 years of the relevant data from 11 developed countries. Second, we applied 4 types of machine learning regression models and evaluate their performance. Third, we interpret the contribution of each input variable using Shapley Additive Explanations(SHAP). As a result, Gradient Boosting Regressor showed the best predictive performance. We found that different patterns exist across countries in accordance with different socio-economic variables and occupational accident fatality rate.

• Safety and Health at Work
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• 제14권3호
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• pp.295-302
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• 2023

Background: Fisheries and aquaculture are statistically acknowledged to be among the most dangerous occupations. Yet, industrial safety and health precautions against occupational accidents within the sector are not sufficiently implemented in many parts of the world. The present study aims to provide a quantified overview of work accident statistics in the Turkish fisheries and aquaculture industry. Methods: This article presents an overview of reported injuries and fatalities in the Turkish fisheries and aquaculture industries from 2006 to 2020. Incident, permanent incapacity, and fatality rates were calculated, and the difference between fisheries and aquaculture was statistically examined. Results: The overall incident, permanent incapacity, and fatality rates were 449.4, 4.7, and 5.7 per 100,000 worker years, respectively, over the 15-year period. With these fatality rates, fisheries and aquaculture are two of the industries with the highest fatality rates among comparable industries in Turkey. Incident rates in fisheries and aquaculture indicated that aquaculture work is more dangerous and risky. The data set includes 25 fatalities and 22 permanent incapacity cases over 15 years and shows an increase in fatality rates and occupational accidents in the last 8 years. Conclusion: present study showed that the quality of data and reporting in the Turkish fisheries and aquaculture industries including occupational illnesses, must be improved in order to be more preventative and to develop efficient safety management in the sector. Incentives for providing thorough data on occupational incidents must be enhanced to improve occupational safety awareness in Turkish fisheries and aquaculture.