• Title/Summary/Keyword: Systematic literature review

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Analysis of Machine Learning Research Patterns from a Quality Management Perspective (품질경영 관점에서 머신러닝 연구 패턴 분석)

  • Ye-eun Kim;Ho Jun Song;Wan Seon Shin
    • Journal of Korean Society for Quality Management
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    • v.52 no.1
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    • pp.77-93
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    • 2024
  • Purpose: The purpose of this study is to examine machine learning use cases in manufacturing companies from a digital quality management (DQM) perspective and to analyze and present machine learning research patterns from a quality management perspective. Methods: This study was conducted based on systematic literature review methodology. A comprehensive and systematic review was conducted on manufacturing papers covering the overall quality management process from 2015 to 2022. A total of 3 research questions were established according to the goal of the study, and a total of 5 literature selection criteria were set, based on which approximately 110 research papers were selected. Based on the selected papers, machine learning research patterns according to quality management were analyzed. Results: The results of this study are as follows. Among quality management activities, it can be seen that research on the use of machine learning technology is being most actively conducted in relation to quality defect analysis. It suggests that research on the use of NN-based algorithms is taking place most actively compared to other machine learning methods across quality management activities. Lastly, this study suggests that the unique characteristics of each machine learning algorithm should be considered for efficient and effective quality management in the manufacturing industry. Conclusion: This study is significant in that it presents machine learning research trends from an industrial perspective from a digital quality management perspective and lays the foundation for presenting optimal machine learning algorithms in future quality management activities.

A Systematic Literature Review of Research Trends in Domestic Gamification (국내 게이미피케이션 연구동향에 관한 체계적 문헌고찰)

  • Han, Anna
    • The Journal of the Korea Contents Association
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    • v.18 no.5
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    • pp.566-578
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    • 2018
  • The purpose of this study is to examine trends and achievements of domestic gamification studies and to suggest further research directions. For this purpose, I collect references in domestic gamification and then analyze them through a systematic literature review. Through search DB, 131 references were collected, the references were analyzed by year, purpose, research type, research methods, and research results. The results showed that the amount of gamification research has increased steadily, and academic discussion in the non-game context has increased sharply since 2015. The results of analysis by research purpose showed that the most research was conducted to evaluate the effectiveness of the strategy, program, and design of gamification. The results of research type showed solution, evaluation, position paper, and validation study in that order. In terms of research methods, literature research was the most common, followed by quantitative, qualitative and mixed research. In the analysis of 45 papers that reported the research results, it was found that there were 21 articles about psychological effects, 17 articles about behavioral effects, and 7 articles about psychological and behavioral effects. Further research directions are suggested based on the review results.

A Systematic Review of Injury or Poisoning Related to Mercury Thermometer (수은 체온계와 관련된 손상 및 중독에 대한 체계적 고찰)

  • Lee, Yo Seop;Joo, Young Seon;You, Je Sung;Chung, Sung Phil;Chung, Hyun Soo;Lee, Hahn Shick
    • Journal of The Korean Society of Clinical Toxicology
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    • v.12 no.1
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    • pp.22-30
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    • 2014
  • Purpose: The purpose of this systematic review was to evaluate the evidence regarding injury and poisoning associated with the clinical mercury thermometer. Methods: Electronic literature searches were conducted for identification of relevant studies and case reports of injury and poisoning associated with the clinical mercury thermometer. The search outcomes were limited to literature with English and Korean languages published from 1966. Studies related to occupational mercury exposure, or mercury exposure from sphygmomanometer, barometer, and fluorescent light were excluded. Results: A total of 60 reports, including 59 case reports, were finally included. Of those, nine cases pertained to an intact thermometer as a foreign body, 25 injuries were related to a thermometer, and 26 cases involved exposures to mercury from a broken thermometer. Case reports were classified according to severity into 16 mild, 41 moderate, and two severe cases. Two cases of mortality were reported, one was deliberate intravenous injection of mercury and the other was acute vapor inhalation of mercury from broken thermometers. Conclusion: Findings of this systematic review suggested that the mercury thermometer could cause various forms of poisoning and injury. In particular, inhalation of mercury vapor from a broken thermometer can lead to systemic toxicity requiring chelating therapy.

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Factors related to the turnover intention of Korea dental hygienists based on ecological systems model : a systematic review & meta analysis (생태체계모델에 따른 한국치과위생사의 이직의도 관련요인 : 체계적 문헌고찰 및 메타분석)

  • Lee, Da-Som;Kim, Dong-Hee;Han, Gyeong-Soon
    • Journal of Korean society of Dental Hygiene
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    • v.21 no.5
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    • pp.655-666
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    • 2021
  • Objectives: A systematic review and a meta-analysis were performed investigate the factors related to turnover intention of dental hygienists in Korea. Methods: Literature between 2000 and January 2021 were used to support the meta-analysis, which focused on 21 factors extracted from 50 articles using a random effects model. The correlation coefficient, r, in the effect size was calculated. Results: Substantial literature was published after 2011 (76%); in academic journals (74%); and targeted nonmetropolitan areas (40%). Lawler's turnover intention tool was used in several studies. The effect size for each ecosystem was in the order of microsystem (r=0.325), mesosystem (r=0.307), macrosystem (r=0.259), exosystem (r=0.176), and individuals (r=0.171). The random-effects model indicated an overall average of r=0.311. The factor that showed a large effect size in relation to turnover intention was organizational commitment of the microsystem (r=-0.594). Furthermore, mesosystem reward (r=- 0.416), microsystem burnout (r=0.464), job stress (r=0.408), and job satisfaction (r=-0.405) were identified as other major factors. Conclusions: To lower the turnover rate of dental hygienists, it is important to focus on factors belonging to the microsystem, and mesosystem reward.

Effect of Herbal Medicine on Hepatitis C: a Systematic Review and Meta-analysis (C형간염에 대한 한약의 치료효과 : 체계적 문헌고찰과 메타분석)

  • Kang, Eun-jin;Kim, Kyong-lim;Kim, Kyoung-min
    • The Journal of Internal Korean Medicine
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    • v.40 no.3
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    • pp.312-330
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    • 2019
  • Objectives: The present study aimed to provide clinical evidence on the effect of herbal medicine on the treatment of hepatitis C using a systematic review and meta-analysis of randomized controlled trials (RCTs). Methods: This study included RCTs that verified the effects of herbal medicine for the treatment of hepatitis C. A literature search of English, Chinese, and Korean databases was performed, and the selected literature was assessed to investigate the risk of bias. Results: The analysis included 14 RCTs. The total effective rate was the most commonly used outcome measure. The meta-analysis revealed that the total effective rate and total bilirubin difference were higher and that the recurrent rate was lower in the herbal medicine group than in the western medicine group (RR: 1.20, 95% CI: 1.06-1.35, p=0.003, I2=52; MD: 0.52, 95% CI: -0.62 to 1.66, p=0.37, I2=0; RR: 0.35, 95% CI: 0.11-1.09, p=0.07, I2=0). The included RCTs had relatively poor quality and a small sample size. Conclusion: Treatment with herbal medicine was found to be partially effective in treating hepatitis C. The included RCTs had relatively poor quality and a small sample size. This study can serve as a foundation for further clinical studies on the development of treatment methods for hepatitis C based on herbal medicine.

Effectiveness of Proprioceptive Neuromuscular Facilitation of Chronic Low Back Pain -A Systematic Review and Meta-analysis of Studies in Korea- (만성허리통증의 고유수용성신경근촉진법 효과 -국내연구의 메타분석과 체계적 고찰-)

  • Kim, Beom-Ryong;Kang, Tae-Woo
    • PNF and Movement
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    • v.17 no.1
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    • pp.157-166
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    • 2019
  • Purpose: This study compares and examines the effects of proprioceptive neuromuscular facilitation (PNF) on patients with chronic low back pain through systematic literature review and meta-analysis. Methods: Domestic literature was searched with combinations of keywords including "proprioceptive neuromuscular facilitation," "PNF," "back pain," and "low back pain" using the Research Information Sharing Service (RISS), Korean Studies Information Service System (KISS), and Korean Medical Database (KMbase). Six studies (n=148) were finally included in the analysis through a selection and exclusion process. The quality of the studies was evaluated using the PEDro scale. Results: According to the meta-analysis results, the low back pains of the PNF group and the contrast group showed a standardized mean difference (SMD) of 2.21 (95% CI: -3.35, -1.07, p=0.01, $I^2=83%$) after intervention. Thus, the PNF group showed a statistically significant decrease in low back pain compared with the control group. In addition, the SMDs of the Oswestry Disability Index (ODI), lung function, and the Roland and Morris Disability Questionnaire (RMDQ) were -1.34 (95% CI: -1.88, -0.79, p<0.01, $I^2=35%$), 1.14 (95% CI: 0.49, 1.79, p=0.01, $I^2=0%$), and -1.59 (95% CI: -2.56, -0.62, p=0.01, $I^2=46%$), respectively. Thus, the PNF group showed statistically significant differences from the control group. Conclusion: At present, there is some limit to obtaining definite results about effect sizes because there are relatively few randomized controlled experiments that analyze the effects of PNF exercise in patients with chronic low back pain. Therefore, continuous efforts should be made to conduct randomized clinical trials and long-term efficacy studies in the future.

Systematic review of the intervention program applied to patients with thyroid disease - Focused on Domestic studies (갑상선 질환자에게 적용한 중재 프로그램에 대한 체계적 문헌고찰 - 국내연구를 중심으로)

  • Oh, Hyun-Joo;Cho, Jeong-Hwa
    • Journal of the Korea Convergence Society
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    • v.12 no.4
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    • pp.317-326
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    • 2021
  • This study is a systematic review of literature to analyze the characteristics and outcome variables of intervention research programs for domestic thyroid patients. We systematically reviewed the literature published until 2019 in five domestic databases. Six of the 824 confirmed articles were extracted according to the selection criteria. The results of this study were classified into education, activities, and counseling. Education and counseling therapy had a significant effect on psychosocial and physiological variables. Activity therapy had a significant effect on physiological variables. This study presented the basis for the development and implementation of various intervention programs for domestic thyroid patients and can be used for the study of the convergence program development considering physiological and psychosocial problems of the thyroid patients.

A Systematic Review of the Virtual Reality Program for Dementia Education (치매교육을 위한 가상현실 프로그램에 대한 체계적 고찰)

  • Kim, Suhyun;Park, Heeok
    • Journal of Digital Convergence
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    • v.19 no.3
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    • pp.195-202
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    • 2021
  • This study is a systematic review study to confirm the characteristics, effects, and application strategies of domestic and foreign virtual reality programs provided by dementia education. This study is based on the literature published up to July 2020, CINAHL, Cochrane, EMBASE, and Pubmed electronic databases were used overseas, and RISS, KISS, and DBpia were searched in Korea. Based on the selection criteria and exclusion criteria, the final six papers were used for analysis. As a result of the analysis, the subjects of the selected literature were two informal caregivers (33.3%), one general (16.7%), and three students (50.0%) including nursing students and medical and pharmacy students. The virtual reality program was effective in a total of five areas(empathy ability, dementia attitude including knowledge and comfort of dementia, trust in own abilities, dyadic relationship scale), of which 75% of the studies measured empathy ability had significant effects. The results of this study confirm that virtual reality technology can be used for human-centered nursing based on empathy.

Environmental Factors Influencing the Prevalence of Falls in South Korea

  • Kim, Beomryong;Do, Kwangsun;Yim, Jongeun
    • Physical Therapy Rehabilitation Science
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    • v.11 no.1
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    • pp.66-77
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    • 2022
  • Objective: This study is a systematic review conducted to analyze the environmental factors that cause falls in the older adult. Design: Systematic review Methods: The study was conducted by searching the Research Information Sharing Service (RISS), Korean studies Information Service System (KISS), and Data Base Periodical Information Academic (DBpia) databases for literature published in South Korea up to July 2020. A total of 12 studies were selected for analysis based on the inclusion and exclusion criteria. Results: The results of the analysis revealed that all the selected literature were surveys and the study subjects were 65 years of age and above. The sample size ranged from a minimum of 95 subjects to a maximum of 3,278. A total of eight tools were used to measure the environmental factors associated with falls. The prevalence and recurrence of falls increase with age and deterioration of health. Older adult individuals who experience falls encounter difficulties in recovering from impaired physical function and disability; moreover, in severe cases, falls may lead to death. Falls are largely associated with a combination of intrinsic and extrinsic (i.e., environmental) factors. The purpose of this study was to assess potential extrinsic risk factors for falls. Falls occur in indoor environments, such as washrooms, bathrooms and living rooms, and outdoor environments, including roads and stairways, depending on the season, time of day, and use of ambulatory aids. In such environments, falls are mainly caused by slipping and stuttering. Conclusions: Therefore, as the rate of fall is influenced by several factors, extrinsic factors should be improved by developing comprehensive accident prevention programs that address the improvement of environmental risk factors around places of residence to reduce risk factors among the older adult, who, especially, are at a high risk for falls.

A Systematic Review and Meta-Analysis of Foot Bath Therapy for Insomnia Disorder (불면 장애에 대한 족욕 치료법의 체계적 문헌고찰과 메타분석 연구)

  • Dong-Hyun Kim;Jun-Hee Cho;Jung-Hwa Lim;Bo-Kyung Kim
    • Journal of Oriental Neuropsychiatry
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    • v.34 no.3
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    • pp.163-179
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    • 2023
  • Objectives: The purpose of this study was to provide evidence for the clinical effects of foot bath therapy for insomnia disorder through a systematic review and meta-analysis. Methods: Studies were selected from seven domestic and international literature databases. Data on diagnostic tools, pattern identification, sample size, intervention methods, outcome measurements, results, and adverse events were extracted. The quality of the selected literature was assessed using Cochrane's risk of bias (RoB) assessment tool. Results: A total of 11 studies were included in this study. The primary diagnostic tool for insomnia dis- order was the criteria for the diagnosis and therapeutic effect of diseases and syndromes in traditional Chinese medicine (CDTDSTCM), along with the Chinese classification of mental disorders-3 (CCMD-3). Treatment effects were mainly evaluated by the effective rate and the Pittsburgh Sleep Quality Index (PSQI). The meta-analysis results showed statistically higher effectiveness rates for treating insomnia disorder in the experimental groups receiving herbal medicine foot bath therapy with sleeping or herbal medication compared to the control group. The PSQI was lower in the treatment group receiving herbal medicine foot bath therapy with sleeping medication. The herbal materials used in herbal medicine foot bath therapy mainly included Radix Angelicae Sinensis, Polygonum Multiflorum, Ziziphi Spinosae Semen, Rhizoma Coptidis, Radix Salviae Miltiorrhizae, and Cortex Albizziae. The quality of the included studies was generally poor. Conclusions: This study found that foot bath therapy had clinical efficacy for treating insomnia disorder. The research findings could provide foundational evidence for establishing the clinical basis of foot bath therapy in the treatment of insomnia.