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Updated Primer on Generative Artificial Intelligence and Large Language Models in Medical Imaging for Medical Professionals

  • Kiduk Kim;Kyungjin Cho;Ryoungwoo Jang;Sunggu Kyung;Soyoung Lee;Sungwon Ham;Edward Choi;Gil-Sun Hong;Namkug Kim
    • Korean Journal of Radiology
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    • v.25 no.3
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    • pp.224-242
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    • 2024
  • The emergence of Chat Generative Pre-trained Transformer (ChatGPT), a chatbot developed by OpenAI, has garnered interest in the application of generative artificial intelligence (AI) models in the medical field. This review summarizes different generative AI models and their potential applications in the field of medicine and explores the evolving landscape of Generative Adversarial Networks and diffusion models since the introduction of generative AI models. These models have made valuable contributions to the field of radiology. Furthermore, this review also explores the significance of synthetic data in addressing privacy concerns and augmenting data diversity and quality within the medical domain, in addition to emphasizing the role of inversion in the investigation of generative models and outlining an approach to replicate this process. We provide an overview of Large Language Models, such as GPTs and bidirectional encoder representations (BERTs), that focus on prominent representatives and discuss recent initiatives involving language-vision models in radiology, including innovative large language and vision assistant for biomedicine (LLaVa-Med), to illustrate their practical application. This comprehensive review offers insights into the wide-ranging applications of generative AI models in clinical research and emphasizes their transformative potential.

The Effect of Pilates Leader-Members Perceived Exchange Relationship(TMX) on Job Performance: Application of Interdependence Model(APIM) (필라테스 리더-멤버가 지각하는 교환관계(TMX)가 직무성과에 미치는 영향 : 상호의존모형(APIM)적용)

  • Ji-Sum Kim;Woo-Sik Kim
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.4
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    • pp.906-912
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    • 2023
  • This study attempted to reveal the influence of the exchange relationship (TMX) between Pilates leaders and members on job performance. Accordingly, from April 1 to July 12, 2023, 82 lines of couple data (164 people: 82 leaders, 82 members) were sampled and the following results were derived. First, the higher the leader exchange relationship, the higher the leader's job performance, and the higher the member exchange relationship, the higher the leader's job performance. Second, it can be seen that the higher the leader exchange relationship, the higher the member's job performance, and the higher the member exchange relationship, the higher the member's job performance. Therefore, it can be seen as a result of reflecting the systematic demand for exchange activities because the dependent relationship leads to active job participation through mutual relationships with colleagues.

Effect of Domestic Futsal Field Selection Attribute on Customer Satisfaction and Participation Intention (국내 풋살장 선택속성이 고객만족 및 참여의도에 미치는 영향)

  • Jin-Ho Shin
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.6
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    • pp.1322-1329
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    • 2023
  • This study attempted to verify how the selection attribute affects customer satisfaction and participation intention to provide basic data for the efficient operation strategy of domestic futsal fields. Therefore, people who used domestic futsal fields were selected as samples, and convenience sampling methods were used. The final analysis used 271 copies of data. The data processing was conducted with the SPSS (ver. 21.0) program, which conducted frequency analysis, factor analysis and reliability analysis, correlation analysis, simple and multiple regression analysis. First, the results of the study showed that domestic futsal field selection attributes had a significant impact on customer satisfaction in the order of service, convenience, price, and facility. Second, customer satisfaction had a significant effect on participation intention. Third, the optional attributes had a significant impact on participation intention in the order of facility, service, convenience, and price. Summarizing the above results, it is believed that domestic futsal courts need to provide facilities and services that allow consumers to enjoy futsal games more conveniently and safely.

Verification of advertising star power effectiveness of retired sports players in Korea (국내 스포츠 은퇴 선수들의 광고 스타파워 효과성 검증)

  • Jin-Ho Shin
    • Journal of the Korean Applied Science and Technology
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    • v.41 no.2
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    • pp.242-250
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    • 2024
  • This study attempted to provide basic data for efficient advertising model strategies of companies and advertising agencies by verifying the effectiveness of advertising star power of retired sports athletes in Korea. Therefore, retired domestic sports athletes selected those who were aware of advertisements selected as advertising models as samples, and 206 copies of data were applied to the final analysis. Data processing used the SPSS (ver. 21.0) program to analyze frequency and verify reliability. In addition, confirmatory factor analysis, correlation analysis, and structural equation model analysis were performed with the AMOS (ver. 20.0) program, and the significance of effectiveness was verified. As a result of the study, first, star power had a positive effect on favorability. Second, favorability had a positive effect on advertisement consumption behavior. Third, star power had a positive effect on advertising consumption behavior. Finally, star power was found to have a greater direct effect on advertising consumption behavior, and favorability was verified to have a partial mediating effect.

Effects of Park Golf Participants' Passionate Behavior on Exercise Commitment and Performance (파크골프 참여자의 열정적 행동이 운동몰입 및 운동성과에 미치는 영향: 뉴실버세대 중심으로 )

  • Hyun-Seo Lee;Byung-Youn Kim
    • Journal of the Korean Applied Science and Technology
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    • v.41 no.2
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    • pp.273-282
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    • 2024
  • Park golf is establishing itself as a daily sport that the silver generation can enjoy physically and cost-free. Accordingly, we have examined the impact of park golf participants' passionate participation behavior on sports immersion and sports performance. The subjects were 243 park golf participants, and SPSS 21.0 and AMOS 18.0 were used for data processing. In addition, frequency analysis, reliability, confirmatory factor analysis, and correlation analysis were conducted. Path analysis was performed using SEM, and mediating effects were analyzed using bootstrapping. First, regarding the relationship between passionate behavior and sports immersion, harmonious passion did not affect sports immersion, and obsessive passion had a positive effect. Second, passion had a positive effect on sports performance. Third, sports immersion had a positive effect on sports performance. Fourth, sports commitment played a partial mediating role in the relationship between passion and sports performance. Therefore, if the environment of the park golf course is improved so that passion does not decrease, exercise immersion and exercise performance will improve.

Exploring the feasibility of developing an education tool for pattern identification using a large language model: focusing on the case of a simulated patient with fatigue symptom and dual deficiency of the heart-spleen pattern (거대언어모델을 활용한 변증 교육도구 개발 가능성 탐색: 피로주증의 심비양허형 모의환자에 대한 사례구축을 중심으로)

  • Won-Yung Lee;Sang Yun Han;Seungho Lee
    • Herbal Formula Science
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    • v.32 no.1
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    • pp.1-9
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    • 2024
  • Objective : This study aims to assess the potential of utilizing large language models in pattern identification education by developing a simulated patient with fatigue and dual deficiency of the heart-spleen pattern. Methods : A simulated patient dataset was constructed using the clinical practice examination module provided by the National Institute for Korean Medicine Development. The dataset was divided into patient characteristics, sample questions, and responses, and utilized to design the system, assistant, and user prompts, respectively. A web-based interface was developed using the Django framework and WebSocket. Results : We developed a simulated fatigue patient representing dual deficiency of the heart-spleen pattern through prompt engineering. To make practical tools, we further implemented web-based interfaces for the examinee's and evaluator's roles. The interface for examinees allows one to examine the simulated patient and provides access to a personalized number for future access. In addition, the interface for evaluators included a page that provided an overview of each examinees' chat history and evaluation criteria in real-time. Conclusion : This study is the first development of an educational tool integrated with a large language model for pattern identification education, which is expected to be widely applied to Korean medicine education.

Study on SBOM(Software Bill Of Materials) adoption in domestic companies :Focusing on the moderating effect of management support and institutional support (국내기업 대상 SBOM (Software Bill Of Materials) 도입에 관한 연구 : 경영층의 지원과 제도적 지원의 조절 효과를 중심으로)

  • Ryu Han Min;Lee Sin-Bok
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.3
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    • pp.279-288
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    • 2024
  • With the development of ICT, the use of software has become essential for organizations to exchange information or manage operations. However, security and software management issues that have increased with the development of ICT are issues that need to be continuously addressed. In 2021, the U.S. government has standardized and established SBOM as one of the countermeasures for software security. This research was initiated as a study to lay the groundwork for the introduction of SBOM in Korea. Based on the effects of SBOM characteristics on adoption intention, we tested management support and institutional support as moderating variables. As a result, security management was found to be a significant moderating variable for management support, and transparency was found to be a significant moderating variable for government institutional support. This study verified that SBOM adoption requires both corporate and government efforts, and the variables that are important from each perspective are different. We hope that this study will contribute to the development and adoption of SBOM.

Institutional approaches in geography -Institutional changes in the Korean financial system- (지리학에서 제도적 접근법에 관한 연구 -한국금융부문의 제도적 변 화를 사례로-)

  • Choi, Jae Heon
    • Journal of the Korean Geographical Society
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    • v.30 no.4
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    • pp.364-388
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    • 1995
  • Even though rarely recognized as a separate approach, the institutional approach in geography is defined as an attempt to seek an explanation of the phenomena of geographical interest through focusing on the effects of institutional structure and actions. It can provide interdisciplinary links with other works and can offer complementary explanations for geographical interests. The concerns for institutions in geography can be found in early studies, the study of the state, the managerial approach, and the regulation approach. The Korean financial systems can provide good examples to apply institutional concepts into creating spatial outcomes, as it has been regarded as a useful tool to promote Korean economic development. Behind the current spatial pattern of financial systems, four different stages of institutional changes are identified in Korea. Each stage has different institutional features reflecting unique spatial implication.

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The Fashion Professionals Required by the Ladies Apparel Manufacturers in Daegu (대구지역 숙녀복업계 기업주가 요구하는 패션전문인)

  • 김효은
    • Journal of the Korea Fashion and Costume Design Association
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    • v.4 no.1
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    • pp.111-130
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    • 2002
  • This study performed a structural questionnaire survey and non-structural interview of the ladies apparel manufacturers in Daegu on the qualification for the employees, skills required for job performance, job training, automatic manufacturing systems, and the use of computer. The results are as follows. 1. Almost all of the apparel manufacturing systems were Pair System, except one Line System in one company. In terms of outsourcing, most of the manufacturers answered “yes,” and in 1998 the outsourcing process was sewing, but in the year 2002, outsourcing has been increased :12 manufacturers(57.1%) outsourcing most of the processes except patterning, 3(14.3%) outsourcing the finish of sewing. 2. The workforce of 1998 and that of 2002 shows a significant difference(P<. 01) between office work and management. The number of office workers has decreased from 15 down to 5.3 people. On the other hand, that of the management has slightly increased from 5.3 to 9.2 people. The number of the manual workers has decreased from 32.2 to 28.7 people. And the number of tailoring and patterning workers has slightly decreased, but the number has increased in sewing from 3.7 to 7.0 people. 3. The wage of an employee shows a significant difference between a sewing assistant(P<. 01) and a production manager(P<. 05), and the wage of a sewing assistant, in particular, has slightly raised from ₩905,000 to ₩1,054,000. 4. The qualifications required of employees are “cooperative human relations”(30.8%), “diligence,” and “ability for job analysis”(26.9%), and “positive thinking” (15.4%) in 1998, and “ability for job analysis”(38.5%), “cooperative human relations”(34.6%), and “positive thinking” (15.4%) in 2002. The areas for job openings are significantly different(P<. 01) depending on the year. Job openings in the design section has increased from 1(3.8%) to 16 manufacturers (61.5%), and decreased in tailoring section from 22(84.6%) to 2 manufacturers(7.7%). Job openings in the sewing section have increased form 2(7.7%) to 6 manufacturers (23.1%). In terms of sex of the employees, there is a significant difference(P<. 001). 19 companies(73.1%) wanted “male” in 1998, but 8 companies(30.8%) answered that they want “female” and 17 companies(65.4%) answered that “it does not matter.” About the educational background, there was a significant difference between the years. The number of the companies that want junior college graduates with an associate degree has increased(15 companies(57.7%). There was a significant difference(P<. 05) in major of the employee. The number of the companies that want fashion majors has increased from 5(19.2%) to 20(76.9%). 5. In terms of job skills required, there was no significant difference. In 1998, “production skills” (46.2%) and “ability for job analysis” (26.9%) were required, and in 2002, “ability for job analysis” (42.3%) and “emotional skills” (26.9%). 6. In regard to training for job skills, “fashion professional training” has slightly decreased from 65.4% in 1998 to 46.2% in 2002, however, “training for job analysis” has slightly increased from 30.8% in 1998 to 46.2% in 2002, which indicates the fact that “fashion professional training” and “ability for job analysis” have been emphasized. 7. The number of the manufacturers purchased apparel CAD has increased from 1(3.8%) to 3(11.5%), and the number of the manufacturers that have no plan for purchase has increased from 16(61.5%) in 1998 to 15(57.7%), still taking up a big proportion. 8. About the use of computers in manufacturing, there is a significant difference(P<. 05). The number of the manufacturers using computer has increased from 5(19.2%) to 15(57.7%) and that of the manufacturers which do not use computers has decreased from 17(57.7%) to 8(30.8%). 9. In the interviews with the owners of the manufacturers, they pointed that schools should give more weight on practical training courses, the invitation of experts in the specific field, complex production systems, training courses for sewing, field trip courses, and furthering specialty education, personality and vocational education.

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A Study on the Estimation of the Number of Dental Hygienist and Their Practice (치과위생사 인력추계와 업무범위에 관한 고찰)

  • Shin, Sun-Jung;Son, Jung-Hee;Choi, Yong-Keum;Ryu, Da-Young;Ma, Deuk-Sang
    • Journal of dental hygiene science
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    • v.7 no.1
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    • pp.25-30
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    • 2007
  • The objective of this study is to suggest the utilization of educated dental hygienist as the solution to the problem of supply and demand in dental clinics that has been brought up recently. Through document research and National Health Personnel Licensing Examination Board homepage, we estimated the number of dental hygienist and the condition of employment as well as gotten a grasp of the current activities carried out by dental hygienists. Furthermore, through discussion of researchers, suggested reform bills to guarantee and extend the work of dental hygienists as well as to train dental assistant. The findings were as follows: As the result of the estimation of dental hygienist, in the year 2009, two dental hygienists structure will be formed in each dental clinic. Currently the practice ratio of non-law activities of dental hygienists is high and in order to increase the practical use of dental hygienists, there is a need to reform bills that guarantee and extend the work of dental hygienists. In order to train new labors, there is a need for cautious consideration to distinguish the activities of existing trained labors, reforming of bills, and considering from various other sectors. From present point of view, solving the problem of existing trained dental hygienists, researching for the plan of utilizing dental hygienists and carrying it into practice must be the priority.

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