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Retrieval-Augmented Generation-based Question Answering Technology for Construction Safety

  • Minwoo Jeong;Taegeon Kim;Seokhwan Kim;Hongjo Kim
    • International conference on construction engineering and project management
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    • 2024.07a
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    • pp.439-446
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    • 2024
  • This study investigates the potential of Retrieval-Augmented Generation (RAG)-based Question Answering (QA) technology for accurate and relevant responses of Large Language Models (LLMs) to construction safety-related queries. Despite LLMs' advancements, their application, especially a Q&A Chatbot faces challenges due to hallucination and lack of domain-specific details. This study explores RAG's potentials to mitigate these issues by making LLM refer to external databases, such as the OSHA Field Safety and Health Manual, for generating precise and factual contents. A comparative analysis of different RAG technologies-Naïve-RAG, Rerank-RAG, and Iterative Retrieval-Generation-demonstrates their effectiveness over traditional LLM approaches. The findings highlight RAG's significance in producing structured, fact-based responses, underscoring its superiority in addressing the domain-specific informational needs regarding construction safety practices. This research marks a step forward in the application of generative AI technologies to enhance safety standards and practices within the construction industry.

Establishing an Integrated Control Platform Architecture for Hydrogen Pipe Network

  • MOONSUN PARK;INSEONG KIM;GUTAEK KIM;SEOKYUNG WON
    • International conference on construction engineering and project management
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    • 2024.07a
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    • pp.595-598
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    • 2024
  • This study was conducted to establish a hydrogen pipe network integrated control platform architecture for integrated management of full cycle information and data using digital twin technology, which is widely used in general industry and construction industry. To this end, we present a hardware configuration diagram for platform operators and service delivery methods, and an architecture(functional configuration diagram) for the development of a hydrogen pipe network integrated control platform. The results of this study conducted through the above process are summarized as follows. First, to establish the platform basic structure, the platform hardware configuration diagrams for WEB server, WAS server, DB server, BIM file conversion server, storage, and backup were presented. Second, the architecture(functional configuration diagram) for the hydrogen pipe network platform, platform utilization interface, external system, hydrogen pipe network standard system, and BIM-based hydrogen pipe network digital twin construction was presented to secure consistent data and manage information standards for each construction stage.

A study on the improvement of efficiency for waterworks on the basis of the accidents in the system by setting the example of Chungcheongbuk-do (시스템사고에 기반한 상수도 효율성 개선에 관한 연구: 충청북도를 중심으로)

  • Kim, Na-Yoon;Kim, Sun-Duck;Lee, Man-Hyung
    • Korean System Dynamics Review
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    • v.17 no.2
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    • pp.81-99
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    • 2016
  • The service for waterworks is important infrastructure structuring the cities and the public properties affecting the health and the abundant lives of the residents at the same time. However, the waterworks project still has many problems in reality in spite of the continuous efforts from the nation, local governments and many related people in waterworks projects. From the aspect of the situation, this purpose of this study is to review the actual operation state and the operation principle on the basis of the accidents in the system and to suggest the policy leverages for accurate diagnosis of the waterworks project and for the efficient operation. The operation structure of the service for waterworks is the complicated system showing the overlapped forms of the relation with other various factors. Moreover, as this has been influenced by other external environments, it has flexible features that can be changed by unexpected factors even if the internally close causality has been established The domestic local operation of waterworks have been divided by an administrative district and it causes inefficiency in the aspect of the country and the local government with small sized of budget faces the insufficient investments. These phenomena have been shown in some small sized areas located in Chungcheongbuk-do and, making a realistic suggestion by the related local government to improve the waterworks operation project is urgent. For this reason, this study is to lead the policy leverages to increase the efficiency of the service for waterworks and to stabilize the structure of virtuous circle in the system. At first, the reformation of the waterworks structure should be performed after the various supports and system maintenance. At second, the service quality should be improved through the creativity in management and the consideration of the efficiency by the participation of private enterprises for waterworks service. At third, through the specialized waterworks operation, the quality improvement of the waterworks and satisfying the standard of natural environment should be related. In this context, the fundamental solutions for the problems of domestic waterworks service and finding realistic alternatives are considered to be the priority for the waterworks project to be operated efficiently.

Cause Analysis of Cost Overruns in International Infrastructure Project Conducted by Korean Contractors (해외토목 원도급사업의 원가상승 원인에 관한 연구)

  • Jung, Wooyong;Han, Seungheon
    • Korean Journal of Construction Engineering and Management
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    • v.18 no.3
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    • pp.105-116
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    • 2017
  • In recent years, large Korean construction companies have suffered serious losses in their overseas business. Many practitioners and researchers have analyzed causes of cost overrun in these projects. However, these arguments have not been empirically verified based on acutal project cases. This study investigated cost overrun rate, contingency, allowance, predicted risk before bidding, and actual and residual risk after award in the 67 international infrastructure projects conducted by 13 large construction companies. The causes of cost overruns are derived as follows. First, they identified the possibility of cost overrun to some extent before the bidding, but did not reflect the enough risk money to bid price. In particular, this behavior was more severe in badly cost-overrun projects. Second, the causes of cost overrun were more influenced by external environmental risk than internal capability risk. However, the internal risk in badly cost-overrun projects was relatively high compared to cost-underrun projects. Third, badly cost-overrun projects failed to mitigate risk. However, cost underrun projects were affected more by low exterior risk conditions than by well mitigated risk. This study provides more informed knowledge in controlling project costs in international infrastructure projects.

Development of the Model for Total Quality Management and Cost of Quality using Activity Based Costing in the Hospital (병원의 활동기준원가를 이용한 총체적 질관리 모형 및 질비용 산출 모형 개발)

  • 조우현;전기홍;이해종;박은철;김병조;김보경;이상규
    • Health Policy and Management
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    • v.11 no.2
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    • pp.141-168
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    • 2001
  • Healthcare service organizations can apply the cost of quality(COQ) model as a method to evaluate a service quality improvement project such as Total Quality Management (TQM). COQ model has been used to quantify and evaluate the efficiency and effectiveness of TQM project through estimation between cost and benefit in intervention for a quality Improvement to provide satisfied services for a customer, and to identify a non value added process. For estimating cost of quality, We used activities and activity costs based on Activity Based Costing(ABC) system. These procedures let the researchers know whether the process is value-added by each activity, and identify a process to require improvement in TQM project. Through the series of procedures, health care organizations are service organizations can identify a problem in their quality improvement programs, solve the problem, and improve their quality of care for their costumers with optimized cost. The study subject was a quality improvement program of the department of radiology department in a hospital with n bed sizes in Metropolitan Statistical Area (MSA). The principal source of data for developing the COQ model was total cases of retaking shots for diagnoses during five months period from December of the 1998 to April of the 1999 in the department. First of the procedures, for estimating activity based cost of the department of diagnostic radiology, the researchers analyzed total department health insurance claims to identify activities and activity costs using one year period health insurance claims from September of the 1998 to August of the 1999. COQ model in this study applied Simpson & Multher's COQ(SM's COQ) model, and SM's COQ model divided cost of quality into failure cost with external and internal failure cost, and evaluation/prevention cost. The researchers identified contents for cost of quality, defined activities and activity costs for each content with the SM's COQ model, and finally made the formula for estimating activity costs relating to implementing service quality improvement program. The results from the formula for estimating cost of quality were following: 1. The reasons for retaking shots were largely classified into technique, appliances, patients, quality management, non-appliances, doctors, and unclassified. These classifications by reasons were allocated into each office doing re-taking shots. Therefore, total retaking shots categorized by reasons and offices, the researchers identified internal and external failure costs based on these categories. 2. The researchers have developed cost of quality (COQ) model, identified activities by content for cost of quality, assessed activity driving factors and activity contribution rate, and calculated total cost by each content for cost for quality, except for activity cost. 3. According to estimation of cost of quality for retaking shots in department of diagnostic radiology, the failure cost was ₩35,880, evaluation/preventive cost was ₩72,521, two times as much as failure cost. The proportion between internal failure cost and external failure cost in failure cost is similar. The study cannot identify trends on input cost and quality improving in cost of qualify over the time, because the study employs cross-sectional design. Even with this limitation, results of this study are much meaningful. This study shows possibility to evaluate value on the process of TQM subjects using activities and activity costs by ABC system, and this study can objectively evaluate quality improvement program through quantitative comparing input costs with marginal benefits in quality improvement.

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Problems in Management of Rural Special Production Area and Improvement of Political Countermeasures (In the Case of Chungnam Province) (농어촌(農漁村) 특산단지운영상(特産團地運營上)의 문제점(問題點) 및 정책적(政策的) 개선방향(改善方向)(충청남도(忠淸南道)를 중심(中心)으로))

  • Lim, Jae Hwan
    • Korean Journal of Agricultural Science
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    • v.20 no.1
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    • pp.88-101
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    • 1993
  • This study is aimed at evaluating the present management status of the rural special production area development projects and identifying managerial problems to propose new direction of the political countermeasures for the projects. In the con text of implementing the five year's economic developent plans for the past three decades, agricultural production and farm-household income have also been grown rapidly. However the income gap between rural and urbarn laborer, as an internal problem, has widened during the decades and the UR problems concerning free trade of agricultural products, as an external problems, are now agonizing the small-holder farm economy in Korea. The internal and external farm problems could be solved through improvement of agricultural structure and provision of off-farm jobs for farm household income increase. As a part of the off-farm income sources, the rural special production area development projects have propelled by the government throughout the country. The main problems to be solved for the successful implementation of the projects are as follows : 1. Present loan amount by the financial fund was estimated at 6-7% of the total installation costs required. To expand and implement the project successfully, enough financial credit support with favorable terms and conditions have to be considered by the government. 2. The operation patterns of the special production area development project should be recommended from the view point of cooperative and private operation to maximize farm household incomes including profits, marketing charges and dividens. 3. Improvement of the marketing channel of the products and marketing information through TV program and other mass communication should be implemented strongly to promote marketsales by the financial supports of the government. 4. In connection with the off-farm income increase, the population migrating to urban area in outside Chungnam province equivalent to 10-12 thousand persons with age of 20-49 years should be taken into account politically to be employed in the projects in the province. 5. Surplus farm labors should be created by means of improvement of agricultural structure including large farm management with farm mechanization and job opportunities have also to be provided in connection with the rural special production area development projects. The two imminent subjects are the prerequisites to increase off-farm incomes for the farmers living in Chungnam province. 6. Required credit supports for investment and operation costs of the projects should be taken actions by the government.

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Success factors for the Development of Health Community Organizing in: 148 Village, Gangbuk-gu, Seoul (강북구 148마을의 건강주민운동으로서 발전가능요인)

  • Hong, Jong-Won;Kim, Joon-Hyeong;Lee, Shun-Hee;Kim, Nam-Jun;Park, Woong-Sub
    • Journal of agricultural medicine and community health
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    • v.47 no.3
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    • pp.154-165
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    • 2022
  • Objectives: The purpose of this study was to examine the success factors for the development of health community organizing in regard to its perspective in: 148 village, Gangbuk-gu, Seoul. Methods: We conducted a qualitative study using in-depth interviews from February 2020 to December 2021. Seven operators who had worked for the project were enrolled in this study. Results: In this study, the success factors for the development of health community organizing were analyzed as follows; building community relationships across generations; starting from interests of the community; belief that working together can solve the issues; external support based on spontaneity of community; project based on publicness; discovering community-based leadership. Conclusions: This study suggested that health community organizing following the principle of community organizing can sustain and develop itself without external support. In order to develop into resident-oriented health community organizing, it is necessary to reflect the success factors derived from this study.

A study on the Effectiveness of Urban air temperature Through Citizen Participation (시민참여형 도시온도 모니터링의 실효성에 관한 연구)

  • Kim, Eun-Sub;Lee, Dong-Kun;Won, Ji-Eun;Choi, Sun-Kyung;Kim, Mi-Hwa;Bae, Chae-Young;Park, Sang-Jin
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.23 no.5
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    • pp.87-98
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    • 2020
  • At the point of implementing policies related to urban heat through the overall environmental assessment of the city using national data, citizen science projects that can collect data in a wide range are emerging for effective policy establishment. Although the utility of citizen data is improving, data quality is a primary concern for researchers employing public participation in scientific research. In this study, validation was conducted based on citizen data acquired in the "Suwon City Heat Map Project", and the applicability to temperature monitoring was confirmed based on the results. As a result of analyzing the validity verification of citizen data using three methods, the data result value is 0.843, RMSE: 0.683℃, and a meaningful value was found within 3km of national data. We found that citizen data utilization is high through the results of this study and These projects are expected to be used as basic data for establishing effective policies or can be reflected in the various planning.

Organization Effectiveness Studies of General Hospital Employees : Focusing on Job Satisfaction, Organizational Commitment, Turnover Intention (병원 구성원의 조직 유효성 연구 : 직무만족, 조직몰입, 이직의도를 중심으로)

  • Lim, Gyeong-Tae
    • The Journal of the Korea Contents Association
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    • v.17 no.6
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    • pp.261-271
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    • 2017
  • This study analyzed the factors of job satisfaction, organizational commitment and turnover intention of hospital members.The subjects of the study were interview survey, t-test, ANOVA and regression analysis of 355 people including administrative staff, medical technician, nurses. As a result of the study, the administrative staff had low job satisfaction, high organizational commitment, and negative intention to turnover. The medical technician' job satisfaction and organizational commitment level were low, but there was a willingness to leave because of external job opportunity and excessive job amount. Nurses' job satisfaction and organizational commitment were high, but they showed high turnover intention due to external job opportunities. Presenting options of shortage personnel at small- and medium-sized hospitals in the model project government policy. It is expected that timely and practical measures for efficient hospital management will be presented.

Refining and Validating a Two-stage and Web-based Cancer Risk Assessment Tool for Village Doctors in China

  • Shen, Xing-Rong;Chai, Jing;Feng, Rui;Liu, Tong-Zhu;Tong, Gui-Xian;Cheng, Jing;Li, Kai-Chun;Xie, Shao-Yu;Shi, Yong;Wang, De-Bin
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.24
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    • pp.10683-10690
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    • 2015
  • The big gap between efficacy of population level prevention and expectations due to heterogeneity and complexity of cancer etiologic factors calls for selective yet personalized interventions based on effective risk assessment. This paper documents our research protocol aimed at refining and validating a two-stage and web-based cancer risk assessment tool, from a tentative one in use by an ongoing project, capable of identifying individuals at elevated risk for one or more types of the 80% leading cancers in rural China with adequate sensitivity and specificity and featuring low cost, easy application and cultural and technical sensitivity for farmers and village doctors. The protocol adopted a modified population-based case control design using 72, 000 non-patients as controls, 2, 200 cancer patients as cases, and another 600 patients as cases for external validation. Factors taken into account comprised 8 domains including diet and nutrition, risk behaviors, family history, precancerous diseases, related medical procedures, exposure to environment hazards, mood and feelings, physical activities and anthropologic and biologic factors. Modeling stresses explored various methodologies like empirical analysis, logistic regression, neuro-network analysis, decision theory and both internal and external validation using concordance statistics, predictive values, etc..