• Journal of the Korean Society of Radiology
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• v.16 no.1
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• pp.1-6
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• 2022

Deep learning is a collection of algorithms that enable learning by summarizing the key contents of large amounts of data; it is being developed to diagnose lesions in the medical imaging field. To evaluate the accuracy of the cerebral hemorrhage diagnosis, we used a convolutional neural network (CNN) to derive the diagnostic accuracy of cerebral parenchyma computed tomography (CT) images and the cerebral parenchyma CT images of areas where cerebral hemorrhages are suspected of having occurred. We compared the accuracy of CNN with different numbers of hidden layers and discovered that CNN with more hidden layers resulted in higher accuracy. The analysis results of the derived CT images used in this study to determine the presence of cerebral hemorrhages are expected to be used as foundation data in studies related to the application of artificial intelligence in the medical imaging industry.

• Journal of the Korean Society of Radiology
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• v.4 no.4
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• pp.25-28
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• 2010

In this paper, the fabrication and feasibility study of clinical application with euripium doped gadollium oxide ($Gd_2O_3$:Eu) nano phosphor derived by low-temperature solution combustion method. From the fabricated phosphor, the photoluminescent characteristic and linearity as a function of phosphor film thickness were investigated to evaluate x-ray converstion properties. From the experimental results, the luminescent intensity was $2945pC/cm^2$-mR at $270{\mu}m$ $Gd_2O_3$:Eu film and this value is higher 1.2 time the conventional bulk phosphor, which is possible to imaging acquisition. And good linearity was shown at x-ray exposure range for clinical diagnostic application.

• Tuberculosis and Respiratory Diseases
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• v.66 no.5
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• pp.365-369
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• 2009

Prompt and proper discovery of cause is important in lung cancer patients with signs and symptoms of intestinal obstruction because approach for treatment may differ according to its etiology and emergency operation can often be required to prevent more severe complications. In this report, we present two different causes of intestinal obstruction in lung cancer. Physicians need to be aware of these possibilities to differentiate the cause of intestinal obstruction in patients with lung cancer.

• Journal of the Korean Society of Radiology
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• v.14 no.7
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• pp.965-973
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• 2020

The purpose of this study was to quantitatively correlate the change of flow velocity and signal voiding in TOF-MRA. We made our phantom to control the flow velocity, and changed the flow velocity in 16 steps from 8.0 to 127.3 mc/s. The TOF-MRA test was performed using a 3.0T MRI system and the signal intensity was measured by classifying the signal voiding length and image into the In flow, Mid flow, and Out flow. The length of signal voiding was the longest when the flow velocity was 127.3 cm/s and the signal intensity decreased with increasing flow velocity(p<0.05). In flow(-.547) and Mid flow(-.643) were negatively correlated with flow velocitys(p<0.05). In conclusion, it was confirmed that the increase in flow velocity was a major factor causing signal voiding in TOF-MRA. In the future, this study will provide basic data when studying sequences and parameters to reduce signal voiding in models with a high flow velocity.

• Journal of radiological science and technology
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• v.43 no.5
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• pp.337-341
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• 2020

Although the screening with a mammography has been shown to be economical, simple and effective in detecting breast cancer, it is accompanied by the risk from radiation. Therefore, this study analyzed the glandular dose and organ dose according to the target-filter combination and the presence and absence of implants using Monte Carlo simulation. The results indicate that at a tube voltage of 30 kV and a tube current of 50 mAs, the dose increased in the order of Mo/Mo. Mo/Rh, Rh/Rh and W/Rh in proportion to the atomic number of the target-filter. In addition, in phantom without implant a reduction in dose was seen when compared to the phantom with implant. The organ dose was highest in the lens except for the breast on the examination side regardless of the presence or absence of the implant. These results may contribute to use basic data for the diagnostic reference level of breast plastic surgery patients.

• Nuclear Engineering and Technology
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• v.56 no.7
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• pp.2781-2789
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• 2024

We developed lead gloves that minimize radiation dose to the operator's hands during interventional radiological procedures and that do not impede the operator's surgical capabilities. Existing lead gloves can protect the operator's hands by shielding radiation, but use of such gloves may impair preception sensitivity, resulting in a reduction in the operator's surgical ability. Accordingly, in this study, we developed modified lead gloves that can reduce radiation dose while maintaining operator sensitivity during procedures by modifying the operator's main surgical finger area in existing lead gloves. To evaluate the performance of developed modified lead gloves, radiation was applied in surgical conditions without gloves and with surgical gloves, lead gloves, and modified lead gloves. The radiation dose was evaluated for each condition. When the modified lead gloves were worn, the degree of shielding was similar to when conventional lead gloves were worn. Based on these results, if the operator wears modified lead gloves during interventional radiological procedures, they will protect the hands from radiation while maintaining physical sensitivity in the hands.

• Journal of radiological science and technology
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• v.45 no.5
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• pp.413-422
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• 2022

In this study, 230 subjects of medical examination were investigated to figure out the relationship with common carotid artery intima-media thickness and cardiac diastolic function. In addition, the change in the carotid artery intima-media thickness according to the presence or absence of metabolic syndrome was examined. As a result of the study the carotid artery intima-media thickness was thick as the age increased and there was a large difference in those in their 60s and over. There was no gender difference. As for metabolic syndrome the carotid artery intima-media thickness was thicker in the study subjects with high blood pressure diabetes and dyslipidemia. The correlation between the carotid artery intima-media thickness and diastolic function indexes was significant. As a result of hierarchical regression analysis the thicker the intima-media thickness in the carotid artery the lower cardiac diastolic function.

• Journal of radiological science and technology
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• v.41 no.6
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• pp.627-635
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• 2018

The purpose of this study was to compare the job stress, job satisfaction, turnover intention, and job performance feelings of radiological technologists, physical therapists, and medical laboratory technologists working at university hospitals and general hospitals. The subjects were 114 general practitioners and 217 university hospital workers who are engaged in occupations of radiological technologists, physical therapists, and medical laboratory technologists in the age groups 20-50 years living in Incheon Metropolitan City. Data collection was conducted from April 1, 2017 to April 30, and data analysis was performed using the SPSS/WIN 23 statistical program. There were statistically significant difference in the job stress of medical technician by age, marriage, occupation, hospital size, position, parenting form, employment type, and lunch break. Job stress by occupation was highest in medical laboratory technologists, followed by radiological technologists and physical therapists. Job satisfaction was the highest among physical therapists. followed by radiological technologists and medical laboratory technologists. There were significant differences in age, occupation, parenting form, type of employment, and lunch break according to demographic characteristics. In order to reduce the job stress and job satisfaction of the medical technician working at the hospital, the development of the job environment should be sought and the hospital should also be removed from the authoritarian management system.

• Proceedings of the KAIS Fall Conference
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• 2011.05b
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• pp.667-670
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• 2011

본 연구는 일부지역 방사선(학)과 학생들을 대상으로 학과만족도 및 진로인식을 성별, 연령, 학년, 출신고교, 병역관계, 교육과정에 따른 차이를 분석하고자, 3년제 대학 방사선과 4곳과 4년제 대학교 방사선학과 3곳의 학생424명을 대상으로 하였으며, 결과는 다음과 같다. 방사선(학)과 학생들의 학년별 학과만족도는 1, 4학년이 다소 높았고 입학동기에 따른 학과 만족도는 본인의 관심, 적성으로 입학했을 시 만족도가 가장 높았다. 교과 만족도는 남자가 여자보다 높았으며 병역 미필이 군필보다 높은 것으로 나타났다. 진로선택 및 취업준비과정에 필요한 정보획득 경로로는 교수를 통해서가 가장 많았으며 선배, 친구가 그 뒤를 이었고, 취업을 위해 가장 중요하다고 생각하는 것으로서 외국어가 1순위였고 학점, 국가고시 성적이 그 뒤를 이었다. 교육과정에 따라 취업을 위해 가장 중요하다고 생각하는 사항에 대한 결과로는 외국어는 3년제, 4년제 순으로 인간관계는 4년제, 3년제 순 이었으며, 취업을 위해 가장 많은 시간을 할애하고 있는 것은 성적관리가 가장 많았고 어학, 자격증이 그 뒤를 이었다. 방사선(학)과 학생들의 희망 진로(취업)방향에 대한 결과로는 의료기관이 가장 많았으며 보건직 공무원이 그뒤를 이었다. 취업 시 고려사항으로는 적성이 가장 높았으며 급여, 안정성이 그 뒤를 이었다. 결론적으로 방사선(학)과 학생들의 학과만족도 및 진로인식은 성별, 연령, 학년, 출신고교, 병역관계, 교육과정에 따라 다소 차이가 있는 것으로 나타났다.

• Korean Journal of Radiology
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• v.24 no.5
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• pp.395-405
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• 2023

Objective: This study aimed to develop and validate models using radiomics features on a native T1 map from cardiac magnetic resonance (CMR) to predict left ventricular reverse remodeling (LVRR) in patients with nonischemic dilated cardiomyopathy (NIDCM). Materials and Methods: Data from 274 patients with NIDCM who underwent CMR imaging with T1 mapping at Severance Hospital between April 2012 and December 2018 were retrospectively reviewed. Radiomic features were extracted from the native T1 maps. LVRR was determined using echocardiography performed ≥ 180 days after the CMR. The radiomics score was generated using the least absolute shrinkage and selection operator logistic regression models. Clinical, clinical + late gadolinium enhancement (LGE), clinical + radiomics, and clinical + LGE + radiomics models were built using a logistic regression method to predict LVRR. For internal validation of the result, bootstrap validation with 1000 resampling iterations was performed, and the optimism-corrected area under the receiver operating characteristic curve (AUC) with 95% confidence interval (CI) was computed. Model performance was compared using AUC with the DeLong test and bootstrap. Results: Among 274 patients, 123 (44.9%) were classified as LVRR-positive and 151 (55.1%) as LVRR-negative. The optimism-corrected AUC of the radiomics model in internal validation with bootstrapping was 0.753 (95% CI, 0.698-0.813). The clinical + radiomics model revealed a higher optimism-corrected AUC than that of the clinical + LGE model (0.794 vs. 0.716; difference, 0.078 [99% CI, 0.003-0.151]). The clinical + LGE + radiomics model significantly improved the prediction of LVRR compared with the clinical + LGE model (optimism-corrected AUC of 0.811 vs. 0.716; difference, 0.095 [99% CI, 0.022-0.139]). Conclusion: The radiomic characteristics extracted from a non-enhanced T1 map may improve the prediction of LVRR and offer added value over traditional LGE in patients with NIDCM. Additional external validation research is required.