• Title/Summary/Keyword: Workers compensation

Search Result 360, Processing Time 0.026 seconds

Development of an AI Model to Determine the Relationship between Cerebrovascular Disease and the Work Environment as well as Analysis of Consistency with Expert Judgment (뇌심혈관 질환과 업무 환경의 연관성 판단을 위한 AI 모델의 개발 및 전문가 판단과의 일치도 분석)

  • Juyeon Oh;Ki-bong Yoo;Ick Hoon Jin;Byungyoon Yun;Juho Sim;Heejoo Park;Jongmin Lee;Jian Lee;Jin-Ha Yoon
    • Journal of Korean Society of Occupational and Environmental Hygiene
    • /
    • v.34 no.3
    • /
    • pp.202-213
    • /
    • 2024
  • Introduction: Acknowledging the global issue of diseases potentially caused by overwork, this study aims to develop an AI model to help workers understand the connection between cerebrocardiovascular diseases and their work environment. Materials and methods: The model was trained using medical and legal expertise along with data from the 2021 occupational disease adjudication certificate by the Industrial Accident Compensation Insurance and Prevention Service. The Polyglot-ko-5.8B model, which is effective for processing Korean, was utilized. Model performance was evaluated through accuracy, precision, sensitivity, and F1-score metrics. Results: The model trained on a comprehensive dataset, including expert knowledge and actual case data, outperformed the others with respective accuracy, precision, sensitivity, and F1-scores of 0.91, 0.89, 0.84, and 0.87. However, it still had limitations in responding to certain scenarios. Discussion: The comprehensive model proved most effective in diagnosing work-related cerebrocardiovascular diseases, highlighting the significance of integrating actual case data in AI model development. Despite its efficacy, the model showed limitations in handling diverse cases and offering health management solutions. Conclusion: The study succeeded in creating an AI model to discern the link between work factors and cerebrocardiovascular diseases, showcasing the highest efficacy with the comprehensively trained model. Future enhancements towards a template-based approach and the development of a user-friendly chatbot webUI for workers are recommended to address the model's current limitations.

Structure Model for Job Satisfaction and Service Quality of Staff of Geriatric Hospital (요양병원 직원들의 직무만족도, 서비스 질에 대한 구조모형)

  • Shim, Gyu-Beom
    • Journal of Digital Convergence
    • /
    • v.12 no.4
    • /
    • pp.357-366
    • /
    • 2014
  • This study has been implemented to explore the method to improve job satisfaction and service quality of its staff by figuring out the effect of job satisfaction of geriatric hospital staff on service quality. For this reason, we conducted a questionnaire survey on April 2 to May 22, 2013 to target 300 people ten geriatric hospital workers in Busan Metropolitan City area, was utilized to study the final total of 276 parts. Firstly, It was found that work satisfaction, wage satisfaction and colleague satisfaction have an effect on job satisfaction, and Secondly, satisfaction and fellow satisfaction of business, were analyzed to affect, but had no effect conservative satisfaction Thirdly, for the effect of job satisfaction on the service quality, it was found that job satisfaction has an effect on service quality. Therefore, it can be concluded that service quality for patients can be improved only if job satisfaction of staff is improved, and by reducing stress caused by overwork of staff and boosting their morale through reasonable wage and compensation.

Characteristics and Influencing Factors on Recuperators with Work-related Musculoskeletal Disorders

  • Kim, Kyoo-Sang;Jeon, Hee-Gyeong;Kim, Day-Sung
    • Journal of the Ergonomics Society of Korea
    • /
    • v.31 no.5
    • /
    • pp.671-685
    • /
    • 2012
  • Objective: This study aims to investigate subjects in recuperation to identify the following factors with regard to work-related musculoskeletal diseases: diagnosis in the context of occupational and environmental medicine; assessment systems for judging work-relatedness; recuperation management; workplace management; prevention programs; and care after returning to work. This study intends to analyze differences between subjects and determine what characteristics of subjects account for the differences. Method: A survey was administered to 1,664 workers who were approved by the Korea Worker's Compensation & Welfare Service between 2003 and 2005 for recuperation due to work-related musculoskeletal diseases. The data of 229 subjects who responded the survey questionnaire related to recuperation were analysed. Results: According to the results, demographic, occupational, and musculoskeletal disease-related factors were significant. The demographic factors included gender, age, marital status, and region, while occupational factors included working period, work type, size of workplace, and industry type. The factors related to musculoskeletal diseases were the part of the body in pain, the tissues in pain, and the existence of dysfunction. The above factors were associated with statistically significant differences in the following areas: revealed symptom period, symptoms-diagnosis period, and application for recuperation approval periods; diagnosis and care institutes for recuperarion; the state of patients (body parts in pain, tissues in pain, and existence of dysfunction); return to work; and care after returning to work. Conclusion: The results of this study can serve as basic data in setting priorities for prevention programs for work-related musculoskeletal diseases and selecting target groups.

A Study on the Indicator Development using Industrial Safety Sanitation Field GRI Guideline and Industrial Safety Sanitation Act from Domestic and Overseas Sustainable Management Reports (국내.외 지속가능경영보고서의 산업안전보건 분야의 GRI guideline을 이용한 평가 및 산업안전보건법을 이용한 지표 개발에 관한 연구)

  • Cho, Kee-Hong;Rim, Hwa-Young;Choi, Soon-Young
    • Journal of the Korea Safety Management & Science
    • /
    • v.11 no.4
    • /
    • pp.1-6
    • /
    • 2009
  • This study was evaluated the indicators of GRI guideline LA6-LA9 for industrial safety sanitation field on 22 domestic sustainable management reports and 46 overseas reports published by companies in 2007 and 2008, was developed new indicators with emphasis on industrial safety sanitation act, and was assessed whether they are released. As a result, LA6(Percent of total workforce represented in formal joint management-work health and safety committees that help monitor and advise on occupational health and safety programs) was evaluated highest in release ratio on whether to release the reports by each indicator of industrial safety sanitation field using domestic sustainable management report GRI guideline, and in the case of overseas companies, it was evaluated that there is no companies that release all from LA6 through LA9 among GRI guideline, but it was grasped that the ratio of partial release is high. As for the release of indicators was developed with the use of industrial safety sanitation act of 22 domestic companies, the release of indicator No. 1(report and industrial disaster record) and 10(health diagnosis) of industrial safety sanitation act was high. This study is meaningful in that it analyzed the industrial safety sanitation field of sustainable management report(CSR) that has not been attempted so far with the use of new indicators developed with emphasis on GRI guideline and industrial safety sanitation act.

A study on the relationship of characteristics to job satisfaction among dental hygienists (치과위생사의 특성에 따른 직무만족도에 관한 조사 연구)

  • Park, Sung-Suk
    • Journal of Korean society of Dental Hygiene
    • /
    • v.8 no.1
    • /
    • pp.45-57
    • /
    • 2008
  • The purpose of this study was to examine the job satisfaction of dental hygienists at nine areas including professionalism. autonomy of job performance. backing system. relationship with colleagues. relationship with workers of higher and lower position. relationship with dentists. relationship with supporting departments, relationship with patients and compensation. The subjects in this study were 178 dental hygienists in dental hospitals and clinics. The survey was conducted from December. 2007 to January. 2008. Date were collected by self-administrated questionnaire. A SPSS 10.0 for Windows was used for statistical analysis. So try to for make basic data analysis recognition of enhance job satisfaction of dental hygienist. The findings of the study were as follows : 1. Regarding the relationship of career to job satisfaction. the dental hygienists who worked for one or two years were most satisfied in terms of professionalism. as they got a mean of 3.84. 2. As for connections between academic credential and job satisfaction. those who graduated from junior colleges expressed the best satisfaction at professionalism. since they got a mean of 3.75. 3. As to link between current service area and job satisfaction. the dental hygienists who worked in the region of Gyeong-nam were most gratified with professionalism. as they got a mean of 3.76. 4. Concerning relations between the type of workplace and job satisfaction. the dental hospital employees were most contented with professionalism. as they got a mean of 3.79. 5. In regard to the number of dental hygienists at current workplace and job satisfaction. those whose workplace hired 20 or 30 dental hygienists expressed the best satisfaction with the relationship with dentists. They got a mean of 3.94.

  • PDF

Effects on Job Satisfactions by an emotional Intelligence and Conflict-relations of Social Workers in a Long-term care Facilities : focused on the moderating effects of communications (노인요양시설 종사자의 감성지능과 갈등관계가 직무만족에 미치는 영향 : 소통의 조절효과 연구)

  • Park, Yae-Hyun;Ha, Kyu-Soo
    • The Journal of the Korea Contents Association
    • /
    • v.13 no.12
    • /
    • pp.246-260
    • /
    • 2013
  • The purpose of this study is to demonstrate moderating effect of communications on job satisfactions by an emotional intelligence and conflict-relations of employees and to investigate the influence on job satisfactions by an emotional intelligence and conflict-relations of employees in a long-term care facilities. The results were analyzed from the final responses of 379 employees who are working in a long-term care facilities in Gyeong-Gi Province by SPSS 18.0. The method used in this study were factor analysis, t-test, ANOVA, hierarchical regression analysis, moderated regression analysis. The results of this study are as in the following. First, these consequences showed that an emotional intelligence is positively related with job satisfaction among others' emotional appraisal, use of emotion, regulation of emotion and self emotional appraisal. Second, these results are observed that the conflicts of client's protector and superior is negatively related with job satisfaction. Third, these data are convinced that the communications have a partial effects among conflict, relationship and compensation.

The Change of Job Wage System in Public Sector (공기업 직무급여제도 전환 연구)

  • Park, Jong Gwan
    • The Journal of the Korea Contents Association
    • /
    • v.18 no.9
    • /
    • pp.424-432
    • /
    • 2018
  • Job-wage is "a compensation system in which the basic pay is determined by the value of the task regardless of the nature of the person performing the task." The retirement age of workers in 2016 is trying to improve the wage system due to the enactment of the 60-year-old law. The performance salary system introduced in the previous administration try to switch the government of Moon Jae-in. In other words, the introduction of performance salary from the Seniority based Wage and the shift to the job payment system are taking place. This study analyzed case agencies in connection with the transition of job wage to public agencies. In other words, based on the awareness of the employees involved to the contents of the transition of the performance annual salary system to the job wage system analyze empirically. This study finds that there was strong negative perception of the performance-based pay system as a whole and the shift to a job wage system was also highly opposing. It was revealed that efforts to improve the problem are needed to improve performance annual salary system, to reverse the negative perception of job wage, to prepare fair evaluation criteria for performance and job duty and to persuade employees who oppose job change.

An improvement plan for a workplace monitoring system through random selection of workplaces and unnoticed measurement inspection (사업장 무작위 선정 및 불시측정 방식을 통한 작업환경측정제도 신뢰성 제고 방안)

  • Jeong, Jee Yeon;Kang, Tae Sun;Lee, Seung Gill;Park, Hae Dong;Kim, Ki Youn
    • Journal of Korean Society of Occupational and Environmental Hygiene
    • /
    • v.27 no.2
    • /
    • pp.105-114
    • /
    • 2017
  • Objectives: The Ministry of Employment and Labor's enforcement programs, such as workplace monitoring inspection, are one of the major public efforts to protect worker's health. Therefore, a more effective inspection method is required for workplace monitoring, which is helpful for controlling health hazards in the workplace. Methods: For this study, we investigated the related safety and health laws, regulations, and inspection guidelines from the USA, Japan, and Korea. We also analyzed the provisions of industrial safety and health acts, which are related to enhancing the reliability of workplace monitoring. We applied the process of opinion convergence through an experts meeting for our research. Results: We proposed an efficient inspection scheme for workplace monitoring that includes how to select companies(mainly randomized inspections by using a workplace measurement database and workers' compensation insurance database), how to proceed with the inspection process(mainly unannounced visits), and who should carry out this project. Conclusions: We conclude that our proposal for the inspection of workplace monitoring could be a very effective tool for reducing the numbers of companies that do not undertake workplace monitoring and could produce reliable monitoring results.

The Field Survey of Indoor Environment of the Office Building (오피스 건물의 실내 환경 실태 조사)

  • Yang, Young Kwon;Kang, In Sung;Chung, Min Hee;Moon, Jin Woo;Park, Jin Chul
    • KIEAE Journal
    • /
    • v.16 no.3
    • /
    • pp.71-76
    • /
    • 2016
  • Purpose: This study aimed at improving the indoor environment of the office building by measuring the indoor environment and conducting a survey. Method: The measurement was conducted from January 13 to March 16 in 2012, targeting 44 sites in same office building located in Seoul, South Korea. The lists of measurement such as dry-blub temperature, relative humidity, formaldehyde (HCHO), asbestos, carbon monoxide (CO), carbon dioxide (CO2), volatile organic compounds (VOCs) and particle pollution (PM10) were measured. In addition, illuminance which belongs to light environment and noise in sound[acoustical] environment were measured respectively. Result: The buildings showed overall pleasant conditions. In terms of the thermal, air, sound, and visual environment, each measurements were satisfied with the requirements in standard, within pleasant ranges, except several sites. However, the survey results were revealed that the office workers were mostly dissatisfied with their indoor environment. Given that the measured values were mostly within standards, the results of survey might have resulted from a compensation mentality biased toward the subjects in psychological terms.

Levels of Exhaled Breath Condensate pH and Fractional Exhaled Nitric Oxide in Retired Coal Miners

  • Lee, Jong-Seong;Shin, Jae-Hoon;Lee, Joung-Oh;Lee, Kyung-Myung;Kim, Ji-Hong;Choi, Byung-Soon
    • Toxicological Research
    • /
    • v.26 no.4
    • /
    • pp.329-337
    • /
    • 2010
  • Inhaled inorganic dusts, such as coal, can cause inflammation and fibrosis in the lungs, known as pneumoconiosis. Diagnosis of pneumoconiosis depends on morphological changes by radiological findings and functional change by pulmonary function test (PFT). Unfortunately, current diagnostic findings are limited only to lung fibrosis, which is usually irreversibly progressive. Therefore, it is important that research on potential and prospective biomarkers for pneumoconiosis should be conducted prior to initiation of irreversible radiological or functional changes in the lungs. Analytical techniques using exhaled breath condensate (EBC) or exhaled gas are non-invasive methods for detection of various respiratory diseases. The objective of this study is to investigate the relationship between inflammatory biomarkers, such as EBC pH or fractional exhaled nitric oxide ($FE_{NO}$), and pneumoconiosis among 120 retired coal miners (41 controls and 79 pneumoconiosis patients). Levels of EBC pH and FENO did not show a statistically significant difference between the pneumoconiosis patient group and pneumoconiosis patients with small opacity classified by International Labor Organization (ILO) classification. The mean concentration of $FE_{NO}$ in the low percentage $FEV_1$ (< 80%) was lower than that in the high percentage (80% $\leq$) (p = 0.023). The mean concentration of $FE_{NO}$ in current smokers was lower than that in non smokers (never or past smokers) (p = 0.027). Although there was no statistical significance, the levels of $FE_{NO}$ in smokers tended to decrease, compared with non smokers, regardless of pneumoconiosis. In conclusion, there was no significant relationship between the level of EBC pH or $FE_{NO}$ and radiological findings or PFT. The effects between exhaled biomarkers and pneumoconiosis progression, such as decreasing PFT and exacerbation of radiological findings, should be monitored.