• Nuclear Engineering and Technology
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• 제54권4호
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• pp.1271-1287
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• 2022

When abnormal operating conditions occur in nuclear power plants, operators must identify the occurrence cause and implement the necessary mitigation measures. Accordingly, the operator must rapidly and accurately analyze the symptom requirements of more than 200 abnormal scenarios from the trends of many variables to perform diagnostic tasks and implement mitigation actions rapidly. However, the probability of human error increases owing to the characteristics of the diagnostic tasks performed by the operator. Researches regarding diagnostic tasks based on Artificial Intelligence (AI) have been conducted recently to reduce the likelihood of human errors; however, reliability issues due to the black box characteristics of AI have been pointed out. Hence, the application of eXplainable Artificial Intelligence (XAI), which can provide AI diagnostic evidence for operators, is considered. In conclusion, the XAI to solve the reliability problem of AI is included in the AI-based diagnostic algorithm. A reliable intelligent diagnostic assistant based on a merged diagnostic algorithm, in the form of an operator support system, is developed, and includes an interface to efficiently inform operators.

• Imaging Science in Dentistry
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• 제46권4호
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• pp.245-249
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• 2016

Purpose: This study was designed to evaluate differences in the required visibility of anatomic structures according to the diagnostic tasks of implant planning and periapical diagnosis. Materials and Methods: Images of a real skull phantom were acquired under 24 combinations of different exposure conditions in a cone-beam computed tomography scanner (60, 70, 80, 90, 100, and 110 kV and 4, 6, 8, and 10 mA). Five radiologists evaluated the visibility of anatomic structures and the image quality for diagnostic tasks using a 6-point scale. results: The visibility of the periodontal ligament space showed the closest association with the ability to use an image for periapical diagnosis in both jaws. The visibility of the sinus floor and canal wall showed the closest association with the ability to use an image for implant planning. Variations in tube voltage were associated with significant differences in image quality for all diagnostic tasks. However, tube current did not show significant associations with the ability to use an image for implant planning. conclusion: The required visibility of anatomic structures varied depending on the diagnostic task. Tube voltage was a more important exposure parameter for image quality than tube current. Different settings should be used for optimization and image quality evaluation depending on the diagnostic task.

• Imaging Science in Dentistry
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• 제44권1호
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• pp.31-35
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• 2014

Purpose: This study was performed to investigate the effect of image enhancement of periapical radiographs according to the diagnostic task. Materials and Methods: Eighty digital intraoral radiographs were obtained from patients and classified into four groups according to the diagnostic tasks of dental caries, periodontal diseases, periapical lesions, and endodontic files. All images were enhanced differently by using five processing techniques. Three radiologists blindly compared the subjective image quality of the original images and the processed images using a 5-point scale. Results: There were significant differences between the image quality of the processed images and that of the original images (P< 0.01) in all the diagnostic task groups. Processing techniques showed significantly different efficacy according to the diagnostic task (P< 0.01). Conclusion: Image enhancement affects the image quality differently depending on the diagnostic task. And the use of optimal parameters is important for each diagnostic task.

• Investigative Magnetic Resonance Imaging
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• 제8권1호
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• pp.9-16
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• 2004

목적 : 운동, 감각, 단어형성 , 듣고이해하기, 기억력과제를주면서 기능적자기공명영상를 이용하여 부운동영역의 기능적 지도화를 한다. 대상 및 방법 : 16명의 오른손잡이 정상지원자를 대상으로 1.5 T자기공명영상기기를 사용하여 전뇌를 BOLD EPI를 기능적자기공명영상을 얻었다. 왼손가락운동, 고온감각, 단어형성 , 듣고이해하기 그리고 기억자극을 주면서 5번의 자극기와 휴식기를 반복하여 영상을 얻었다. p = 0.0001의 역치를 사용하여 활성화된 뇌의 지도화를 시행하였고 역치 이상의 뇌활성화가 보이는 부위를 MNI 공간으로 표시하여 각각의 자극에 대한 해부학적 위치와 활성화를 분석하였다. 결과 : 16명의 정상지원자 중 부운동영역의 활성화는 운동자극시 16명 모두에서, 감각자극시 11명, 단어형성자극시 15명, 듣고이해하기자극시 5명, 그리고 기억자극시 15명에서 보였다. 부운동영역중 앞부분의 활성화는 단어형성자극과 기억자극시 보였으며, 뒤부분의 활성화는 운동과 감각자극시 측정되었다. 운동과 감각자극시 자극부위와 반대편의 부운동영역에서 활성화, 그리고 단어형성자극과 기억자극시 왼쪽반구의 활성화가 주로 측정되었다. 결론 : 부운동영역은 운동과 감각 그리고 단어형성기능과 기억기능에 연관이 있는 뇌부위이며, 부운동영역중에서도 각각의 기능에 해당하는 부위가 존재한다.

• 한국원자력학회:학술대회논문집
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• 한국원자력학회 2005년도 추계학술발표회
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• pp.1091-1092
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• 2005

• Tuberculosis and Respiratory Diseases
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• 제57권6호
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• pp.515-521
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• 2004

With the increasing resolution of modern CT scanners, analysis of the larger numbers of images acquired in a lung screening exam or diagnostic study is necessary, which also needs high accuracy and reproducibility. Recent developments in the computerized analysis of medical images are expected to aid radiologists and other healthcare professional in various diagnostic tasks of medical image interpretation. This article is to provide a brief overview of some of computer-aided diagnosis schemes in chest CT.

• 임상간호연구
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• 제26권2호
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• pp.217-231
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• 2020

Purpose: To identify the clinical role of Advanced Practice Nurses (APN), and evaluate how other medical personnel perceive their work(difficulty, importance). Methods: A questionnaire survey was performed with 277 health care providers (APN 52, nurses 88, and medical doctors 137 [professors 51, fellows 44, & residents 42]) in a single, tertiary hospital. The questionnaire was categorized into 6 domains (total 40 tasks): 6 tasks on identifying health issues (A); 3 tasks on prescribing and conducting diagnostic tests (D); 18 tasks on disease treatment (T); 4 tasks regarding prescribing medicine (M); 3 tasks regarding medical collaboration (C); 6 tasks regarding patient education (E). The survey measured the frequency, difficulty, and importance of APN's clinical tasks, and evaluated the willingness of authorizing clinical tasks to APN. Results: The most frequent tasks for APN were A domain, lowest were T domain. The scores for perceived job difficulty were lower than those for job importance in all groups. The proportion of willingness to legally delegate clinical practices to APN was higher in A and E domains, but lower in D and T domains. However, professors, who spent the most time with APN, showed a higher willingness to legally delegate clinical practice. The participants favored medical doctors as substitutes for tasks which were not legislated for delegated job performance. Conclusion: In this study identified clinical roles that medical doctors considered possible for legal delegation to APN were identified. The results can be used as evidence for the legalization of the practice of APN.

• Transactions on Electrical and Electronic Materials
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• 제7권2호
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• pp.90-95
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• 2006

An on-line diagnostic test has been studied and performed for the pumped storage generator/motor. This study aims at reducing the diagnostic cost, minimizing the technical dependency on third party manufactures. Further design of on-line diagnostic system such as shorted-turn of rotor winding, partial discharge (PD) of stator winding and air-gap between stator and rotor for pumped storage generator/motor has been verified. In addition, it needs to be validated on site performance of the developed continuous on-line monitoring system for corresponding tasks for the improvement of the availability & reliability during operation.

• Nuclear Engineering and Technology
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• 제54권7호
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• pp.2453-2466
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• 2022

Nuclear power plant operators in the main control room are exposed to stressful conditions in emergency situations as immediate and appropriate mitigations are required. While emergency operating procedures (EOPs) provide operators with the appropriate tasks and diagnostic guidelines, EOPs have static properties that make it difficult to reflect the dynamic changes of the plant. Due to this static nature, operator workloads increase because unrelated information must be screened out and numerous displays must be checked to obtain the plant status. Generally, excessive workloads should be reduced because they can lead to human errors that may adversely affect nuclear power plant safety. This paper presents a framework for an operator support system that can substitute the initial responses of the EOPs, or in other words the immediate actions and diagnostic procedures, in the early stages of an emergency. The system assists operators in emergency operations as follows: performing the monitoring tasks in parallel, identifying current risk and latent risk causality, diagnosing the accident, and displaying all information intuitively with a master logic diagram. The risk causalities are analyzed with a functional modeling methodology called multilevel flow modeling. This system is expected to reduce workloads and the time for performing initial emergency response procedures.

• Korean Journal of Radiology
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• 제23권9호
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• pp.854-865
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• 2022

Photon-counting detector (PCD) CT is a new CT technology utilizing a direct conversion X-ray detector, where incident X-ray photon energies are directly recorded as electronical signals. The design of the photon-counting detector itself facilitates improvements in spatial resolution (via smaller detector pixel design) and iodine signal (via count weighting) while still permitting multi-energy imaging. PCD-CT can eliminate electronic noise and reduce artifacts due to the use of energy thresholds. Improved dose efficiency is important for low dose CT and pediatric imaging. The ultra-high spatial resolution of PCD-CT design permits lower dose scanning for all body regions and is particularly helpful in identifying important imaging findings in thoracic and musculoskeletal CT. Improved iodine signal may be helpful for low contrast tasks in abdominal imaging. Virtual monoenergetic images and material classification will assist with numerous diagnostic tasks in abdominal, musculoskeletal, and cardiovascular imaging. Dual-source PCD-CT permits multi-energy CT images of the heart and coronary arteries at high temporal resolution. In this special review article, we review the clinical benefits of this technology across a wide variety of radiological subspecialties.