• 한국방사선학회논문지
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• 제17권3호
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• pp.411-416
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• 2023

본 연구에서는 방사선(학)과 재학생의 주요 학습 도구의 활용성을 조사하고, 방사선사면허 국가시험의 대화형 인공지능 서비스 프로그램인 챗봇의 정답률을 분석하여 방사선학 분야에서 대화형 인공지능 서비스 프로그램의 유용성에 대한 기초 연구에 목적이 있다. 방사선(학)과 재학생의 학습 시 전자기기를 적극적으로 활용한다는 응답자가 84.3%로 나타났다. 또한 학습 시 자료수집의 효율성을 묻는 질문에 140명 중 검색엔진을 1순위로 활용한다고 답한 응답자가 104명이었다. 챗봇을 알고 있는지 붇는 질문에 80%가 알고 있다고 답하였으며, 학업 목적으로 챗봇을 사용한 경험은 22.9%가 1회 이상 사용 경험을 가지고 있었다. 2018년도부터 2022년도까지 시험문제 중 1교시와 2교시의 문제를 챗봇에게 정답을 물어보았다. 그 결과 Chat GPT의 1교시 정답률은 48.28%에서 60%였으며, 2교시 문제의 정답률은 50%에서 62.22%로 나타났다. Bing의 1교시 정답률은 55%에서 64.55%였으며, 2교시 문제의 정답률은 48%에서 52.22%로 나타났다. 본 연구를 통하여 방사선(학)과 재학생들이 전자기기를 통해 학습하고 인터넷을 통해 정보를 찾는 것이 일반적인 경향임을 확인할 수 있었다. 그러나 방사선학 분야에서 대화형 인공지능 서비스 프로그램은 정확성과 신뢰성에 대한 문제가 있으며, 완벽한 해답을 제공하는 것은 어렵기 때문에 계속해서 발전하고 개선되어야 한다.

• 한국방사선학회논문지
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• 제17권7호
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• pp.1091-1097
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• 2023

볼루스는 방사선치료에서 피부면이 경사지거나 요철이 있는 경우 종양에 균등한 선량을 처방 시 사용된다. 이때, 피부면에 선량은 증가하게 나타난다. 환자의 고유한 신체 구조와 불규칙한 피부로 인해 볼루스와 피부 사이 공극이 발생할 수 있어 치료의 정확성을 저하시킬 수 있다. 따라서, 본 연구에서는 기존 볼루스와 3D 프린팅으로 자체 제작된 볼루스를 비강 부위에 적용하여 치료계획 후 표면선량과 광자극발광선량계(Optically Stimulated Luminescence, OSL)로 직접 측정한 선량과 차이는 기존의 볼루스 97%, PLA 100.33%, ePETELA 75A의 경우 100.53%, ePETELA 85A는 100.36%의 비율로 나타났다. 재질별 측정값과 치료계획값이 오차가 적다는 걸 확인할 수 있었다. 또한, 기존 볼루스를 적용하였을 때와 비교 시 -3%에서 3D 프린팅 볼루스는 +0.5% 이내의 차이를 확인할 수 있어 3D 프린팅을 통해 제작된 맞춤형 볼루스는 기존 볼루스의 단점을 보완할 수 있을 것으로 사료된다.

• Korean Journal of Radiology
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• 제22권9호
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• pp.1514-1524
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• 2021

Objective: To develop a radiomics risk score based on dynamic contrast-enhanced (DCE) MRI for prognosis prediction in patients with glioblastoma. Materials and Methods: One hundred and fifty patients (92 male [61.3%]; mean age ± standard deviation, 60.5 ± 13.5 years) with glioblastoma who underwent preoperative MRI were enrolled in the study. Six hundred and forty-two radiomic features were extracted from volume transfer constant (K^trans), fractional volume of vascular plasma space (V_p), and fractional volume of extravascular extracellular space (V_e) maps of DCE MRI, wherein the regions of interest were based on both T1-weighted contrast-enhancing areas and non-enhancing T2 hyperintense areas. Using feature selection algorithms, salient radiomic features were selected from the 642 features. Next, a radiomics risk score was developed using a weighted combination of the selected features in the discovery set (n = 105); the risk score was validated in the validation set (n = 45) by investigating the difference in prognosis between the "radiomics risk score" groups. Finally, multivariable Cox regression analysis for progression-free survival was performed using the radiomics risk score and clinical variables as covariates. Results: 16 radiomic features obtained from non-enhancing T2 hyperintense areas were selected among the 642 features identified. The radiomics risk score was used to stratify high- and low-risk groups in both the discovery and validation sets (both p < 0.001 by the log-rank test). The radiomics risk score and presence of isocitrate dehydrogenase (IDH) mutation showed independent associations with progression-free survival in opposite directions (hazard ratio, 3.56; p = 0.004 and hazard ratio, 0.34; p = 0.022, respectively). Conclusion: We developed and validated the "radiomics risk score" from the features of DCE MRI based on non-enhancing T2 hyperintense areas for risk stratification of patients with glioblastoma. It was associated with progression-free survival independently of IDH mutation status.

• Korean Journal of Radiology
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• 제20권4호
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• pp.621-630
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• 2019

Objective: To study the prevalence and clinical characteristics of decreased myocardial blood flow (MBF) quantified by dynamic computed tomography (CT) myocardial perfusion imaging (MPI) in symptomatic patients without in-stent restenosis. Materials and Methods: Thirty-seven (mean age, 71.3 ± 10 years; age range, 48-88 years; 31 males, 6 females) consecutive symptomatic patients with patent coronary stents and without obstructive de novo lesions were prospectively enrolled to undergo dynamic CT-MPI using a third-generation dual-source CT scanner. The shuttle-mode acquisition technique was used to image the complete left ventricle. A bolus of contrast media (50 mL; iopromide, 370 mg iodine/mL) was injected into the antecubital vein at a rate of 6 mL/s, followed by a 40-mL saline flush. The mean MBF value and other quantitative parameters were measured for each segment of both stented-vessel territories and reference territories. The MBF_ratio was defined as the ratio of the mean MBF value of the whole stent-vessel territory to that of the whole reference territory. An MBF_ratio of 0.85 was used as the cut-off value to distinguish hypoperfused from non-hypoperfused segments. Results: A total of 629 segments of 37 patients were ultimately included for analysis. The mean effective dose of dynamic CT-MPI was 3.1 ± 1.2 mSv (range, 1.7-6.3 mSv). The mean MBF of stent-vessel territories was decreased in 19 lesions and 81 segments. Compared to stent-vessel territories without hypoperfusion, the mean MBF and myocardial blood volume were markedly lower in hypoperfused stent-vessel territories (77.5 ± 16.6 mL/100 mL/min vs. 140.4 ± 24.1 mL/100 mL/min [p < 0.001] and 6.4 ± 3.7 mL/100 mL vs. 11.5 ± 4 mL/100 mL [p < 0.001, respectively]). Myocardial hypoperfusion in stentvessel territories was present in 48.6% (18/37) of patients. None of clinical parameters differed statistically significantly between hypoperfusion and non-hypoperfusion subgroups. Conclusion: Decreased MBF is commonly present in patients who are symptomatic after percutaneous coronary intervention, despite patent stents and can be detected by dynamic CT-MPI using a low radiation dose.

• Korean Journal of Radiology
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• 제20권5호
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• pp.709-718
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• 2019

Objective: To investigate the association of myocardial blood flow (MBF) quantified by dynamic computed tomography (CT) myocardial perfusion imaging (MPI) with troponin level and left ventricle (LV) function in patients with ST-segment elevated myocardial infarction (STEMI). Materials and Methods: Thirty-five STEMI patients who successfully had undergone reperfusion treatment within 1 week of their infarction were consecutively enrolled. All patients were referred for dynamic CT-MPI. Serial high-sensitivity troponin T (hs-TnT) levels and left ventricular ejection fraction (LVEF) measured by echocardiography were recorded. Twenty-six patients with 427 segments were included for analysis. Various quantitative parameters derived from dynamic CT-MPI were analyzed to determine if there was a correlation between hs-TnT levels and LVEF on admission and again at the 6-month mark. Results: The mean radiation dose for dynamic CT-MPI was 3.2 ± 1.1 mSv. Infarcted territories had significantly lower MBF (30.5 ± 7.4 mL/min/100 mL versus 73.4 ± 8.1 mL/min/100 mL, p < 0.001) and myocardial blood volume (MBV) (2.8 ± 0.9 mL/100 mL versus 4.2 ± 1.1 mL/100 mL, p = 0.044) compared with those of reference territories. MBF showed the best correlation with the level of peak hs-TnT (r = -0.682, p < 0.001), and MBV showed a moderate correlation with the level of peak hs-TnT (r = -0.437, p = 0.026); however, the other parameters did not show any significant correlation with hs-TnT levels. As for the association with LV function, only MBF was significantly correlated with LVEF at the time of admission (r = 0.469, p = 0.016) and at 6 months (r = 0.585, p = 0.001). Conclusion: MBF quantified by dynamic CT-MPI is significantly inversely correlated with the level of peak hs-TnT. In addition, patients with lower MBF tended to have impaired LV function at the time of their admission and at 6 months.

• Journal of Korean Biological Nursing Science
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• 제4권1호
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• pp.41-49
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• 2002

The purpose of this study was to identify the knowledge contents of basic nursing sciences needed by nurses in the practices of the intensive care unit(ICU). To attain the goal of this study, the nurses working at 10 hospitals in the areas of Seoul and Kangwon Province were randomly selected. They were primarily interviewed, and the open question was secondarily put to them through the questionnaire. In the process of the 1st interview, the interviewees were asked of the question, "What is the knowledge of basic sciences such as anatomy, pathology, physiology. microbiology, pharmacology and the like thought to be lacking when you communicate with doctors in the ICU and when you carry out your nursing practices in it?" The contents of the interview were tape-recorded. The period of data collection ranged from May 1, 2001 to Sept 30. The interviews were conducted with total of 20 nurses. The open-end questionnaire was secondarily mailed to nurses. 113 questionnaires were returned. 100 questionnaires except 13 ones thought to be poorly completed in content were used for data analysis. Three coders classified data obtained from the interview and the questionnaire research into 5 detailed items relating to such as anatomical physiology, pathology, pharmacology. microbiology and basics of nursing. The three coders had experiences in nursing education of 18 years, 8 years and 6 years, respectively, and of them one coder was professor in basic nursing sciences. Data were statistically treated using frequency analysis and percentage by the SAS program. As a result, the following findings were obtained : It was found that the contents that ICU nurses responded were most needed in the field of Human structure and function were water and electrolytic balance(38%), blood and circulatory system(20%), changer in the patient's skin(12%), the arrangement of the human body(10%) and the endocrine system(10%), nervous system(6%), and assessment of the state of the patient's consciousness(4%). It was found that the contents that ICU nurses responded were most needed in the field of pathology were found to be the process of the progress of the disease(32%), symptoms of the disease(27%), prognosis of the disease(22%), followed by the injury-healing process, clinical pathological examination, and examination by radiation. It was found that the contents that nurses responded were most needed in the field of pharmacology were the effect of drug(25%), the side effect of drug(22%), the relationship between diseases and drug(20%), the relationship between disease-causing bacteria and drug(20%) and chemotherapy(2%). It was found that the contents that ICU nurses responded were most needed in the field of microbiology were the relationship between diseases and disease-causing bacteria(45%), Kinds and characteristics of disease-causing bacteria(18%), infection control(16%), application of the aseptic technique(12%), isolation(9%) and the like. It was found that the basic knowledge that ICU nurses responded were needed were the identification of the patient's current state(36%), understanding of the therapeutic process(22%), the operating principle of medical equipment and instrument(20%), medical terminology(9%), equipment and instrument management(7%), calculation of the dose of injection(2%) and the like.

• 한국방사선학회논문지
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• 제7권3호
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• pp.213-219
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• 2013

현재 국내에서 가동 중인 싸이클로트론센터는 약 35개소에 이르며, 대부분의 싸이클로트론 센터는 주로 핵의학검사용 악성종양 추적자인 $^{18}FDG$ 등과 같은 방사성의약품을 생산하고 있다. 18F을 생산하기 위한 타겟으로서 산소동위원소비($^{18}O/O$)가 98%정도인 고농축 $H_2{^{18}}O$를 사용하고 있다. 고농축 $H_2{^{18}}O$는 1 gram당 가격이 약 60~70 USD 정도로 매우 고가이나 100% 수입에 의존하고 있는 상황이다. 양성자 빔 조사 전의 타겟(고농축 $H_2{^{18}}O$)은 비방사성이다. 하지만, "사용후 $H_2{^{18}}O$"는 불순물들의 방사화에 의해 방사능을 띄게 되므로 방사선안전 법규에 따라 적절한 관리가 이루어져야 한다. 최근의 핵의학검사 건수의 증가에 따라 사용 후 O-18의 발생량이 증가하고 있음에도 불구하고 국내에서는 현재까지 이에 대한 방사화분석이 이루어지지 않았다. 따라서, 본 연구에서는 $^{18}F$생산을 위해 양성자조사를 하고 난 타겟, 이른바 "사용후 O-18 water"의 방사화 분석을 실시하여 핵종별 방사능농도(Bq/g)를 확인하고자 하였다. 세 곳의 서로 다른 싸이클로트론 센터에서 보관 중인 "used $H_2{^{18}}O$" 중 20g 씩을 채취한 3개의 시료에 대해 방사화분석을 실시하였으며, 분석결과 사용후 O-18 water는 감마선 방출 방사성핵종인 $^{56}Co$, $^{57}Co$, $^{58}Co$, $^{54}Mn$ 등과 베타선 방출핵종인 $^3H$을 상당량 포함하고 있음을 확인할 수 있었다. 또한, 모든 시료에서 3H은 규제면제 농도 이하인 반면, 한 개 시료는 핵종별 규제면제농도 이상의 감마선 방출핵종을 포함하고 있음을 확인하였다. 시료에 포함된 감마선 방출핵종의 방사능 농도(Bq/g)는 조사 후 보관기간의 차이에 따라 달랐으며, 향후의 추가적인 연구가 더 필요하다고 판단되지만, 본 연구의 결과는 "사용후 O-18 water"의 합리적인 관리방안 수립을 위한 근거 자료로 활용될 수 있을 것이다.

• 대한한의학회지
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• 제16권1호통권29호
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• pp.184-197
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• 1995

After 45 patients examined as to the result of medical treatment among the ones who came to Dept. of Pain Clinic, Oriental Medical Hospital, Chunju Woosuk University complaining low back pain chiefly from Dec/19/1994 to Feb/7/1995 for 50 days or so were observed clinically, the results were obtained as follows: 1. In duration of the case history, acute stage(37.8%) was the most predominant, and subacute stage(35.6%) and chronic stage(26.7%) were revealed in turn. 2. In opinions of radiation, Spondylosis(26.7%) was the most predominant, Scoliosis(15.6%) and HIVD(11.1%) were revealed in order, and 3 cases were revealed to be negative. 3. In the radiating pain of the lower limb, the radiating pains of the left lower limb were the most predominant and those of the right lower limb and those of both lower limbs were revealed in turn. By the way, 31.1% of patients didn't suffer from the radiating pain of the lower limb. 4. In the grade of the seriousness of subsective symptom, Grade 2(66.7%) was the most predominant, and Grade 3, Grade 4, and Grade 1 followed it in order. 5. In the period of the treatments of medi-acupuncture, 2-5 day treatments(31.1%) were major and 6-10 day treatments(26.7%), 16-20 day treatments(11.1%), 26-30 day treatments(11.1%), over 31 day treatments(11.1%), 11-15 day treatments(4.4%), and 21-25 day treatments(4.4%) followed it by turns. Thus 2-10 day treatments are 57.8% and under 30 day treatments are 57.8% of all. 6. In the frequency of use of each medi-acupuncture, V was most frequency used in 41 cases(91.1%), and 11 cases of HN(24.4%), 8 cases of MOK(17.8%), 4 cases of OK(8.9%), 2 cases of B(4.4%), and a case of I(2.2%) were revealed in turn. 7. In the effect of treatments, 10 cases(22.2%) were excellent, 25 cases(55.6%) were good, 5 cases(11.1%) were fair, and 5 cases(11.1%) were poor. As the result, 88.9% of all changed for the better and all of these were improved within the third trial. 8. The effect of the treatments per durations was 100% in acute stage, 93.8% in subacute stage, and 66.7% in chronic stage. According to that, it was reavealed that the rate of treatments decreased as it came near to the chronic stage. 9. The effect of treatments per radiating pains was 87.5% in the radiating pains of the left lower limb, 81.8% in those of the right lower limb, 100% in those of both lower limbs, and 92.9% in case that patients have no radiating pains. So in the rate of treatments on radiating pains of the lower limbs, the case of both sides or no radiating pains was higher than that of one side. 10. In the effect of treatments per the condition of patients, Grade 4 showed 100% of improvement, Grade 3 showed 90.9% of improvement, Grade 2 showed 86.7% of improvement, and Grade 1 showed 100% of improvement. 11. In the effect of treatments per contents of treatments, the group treated with medi-acupuncture therapy, herb medication therapy, acupuncture therapy, and physiothrapy at the same time(Group 1) showed 100% of improvement, the group treated with medi-acupuncture therapy, acupuncture therapy, and physiotherapy simultaneously(Group 2) showed 73.7% of improvement, and the group treated with medi-acupuncture therapy and acupuncture therapy at the same time(Group 3) showed 100% of improvement. 12. 2-5 day treatments showed 78.6% of improvement, 6-10 day treatments showed 91.7% of improvement, and over 31 day treatments showed 100% of improvement. As the result, genarally the longer the period of treatment was, the better the effect of treatment was. 13. When only V was used, the rate of treatment was 96.2%. When only HN was used, the rate of treatment was 100%. When only MOK was used, the rate of treatment was 100%. When V and HN were used at the same time, the rate of treatment was 33.3%. When V and MOK were used at the same time, the rate of treatment was 100%. When V and OK were used at the same time, the rate of treatment was 100%. When V, HN, and MOK were used at the same time, the rate of treatment was 100%. When V, OK, and MOK were used at the same time, the rate of treatment was 100%. When V, MOK, and B were used at the same time, the rate of treatment was 100%. When V, HN, OK, and I were used at the same time, the rate of treatment was 100%. When V, HN, and B were used at the same time, the rate of treatment was 100%.

• 대한디지털의료영상학회논문지
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• 제14권2호
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• pp.23-31
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• 2012

There are AEC mode and fix mode to exposure when the whole spine antero-posterior radiography is done by using DR equipment. This study compared the utility of fix mode to AEC mode, by evaluating organ dose and effective dose and by examining the quality of radiographic image. GE DEFINIUM 8000 and ART-200X Rando Phantom manufactured by Flukebiometical were used for this study. The Rando phantom was set in front of wall detector of X-rays equipment. AEC mode was set at 80kVp and Fix mode was set at 80kVp, 25mAs, 32mAs, 40mAs, and 50mAs. Whole spine AP image were aquired by combining C, T-L and L-S spine images obtained through 3 exposures. When obtaining C, T-L and L-S spine images, were checked for Air kerma (mGy) value calculated by UNFORS Xi meter attached at the phantom surface of center of radiation field. The effective and organ doses were compared by PCXMC program (PC-Based Monte Carlo Program). The quality of obtained radiographic image was evaluated visually by 3 radiologists using resolution chart. When the effective doses was calculated based on tissue weighting factor of ICRP-103, 1.278mSv was measured by AEC mode, and Fix mode measured 0.405mSv at 25mAs, 0.518mSv at 32mAs, 0.649mSv at 40mAs, and 0.810mSv at 50mAS. In addition, the organ dose measured with esposure at 25mAs by Fix mode was almost equivalent to the organ dose by AEC mode, at the esophagus, thyroid, oral mucosa, salivaly glands located at the cervical spine part, while the organ dose by Fix mode was in general lower than the organ dose by AEC mode at the other organs. When Fix mode at 32mAs, 40mAs, and 50mAs was compared to AEC mode for organ dose in 26 organs, AEC mode had higher measurement in 21 organs but not for than brain, trachea, thyroid, oral mucosa, and salivaly glands which are located at the cervical spine part. The image quality evaluated by resolution test chart was much higher with AEC mode than the quality with Fix mode at all exposure conditions. However, while the image quality of cervical spine exposured at 50mAs by Fix mode was lower than the quality of AEC mode, thoraco-lumbar spine and lumbo-sacral spine were calculated and the quality was similar to AEC mode. Scoliosis occurs mainly at thoraco-lumbar and lumbo-sacral spine, not at cervical spine. Compared to AEC mode, Using the appropriate protocol (80kVp, 50mAs) of fix mode for whole spine AP radiography was thought to be useful because the image quality of the thoraco-lumar and lumbo-sacral spine was similar on AEC mode, Also organ and effective doses can be decreased with Fix mode. Therefore, It is considered that fix mode can be used properly with AEC mode for whole spine AP radiography when considering patient's body posture.

• 한국의학물리학회지:의학물리
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• 제22권1호
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• pp.42-51
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• 2011

전통적으로 심근 생존능을 식별하고 심근 관류를 정확히 평가하기 위한 도구로 핵의학영상이 이용되고 있으나 경색영역을 정의하기에는 어려움이 있다. 이에 본 연구에서는 극성지도의 분포를 분석하여 특성에 맞는 적응적 임계값을 이용하여 심근경색 모델을 정량적으로 평가하고자 하였다. 쥐 심근경색 모델은 왼쪽 관상동맥을 결찰시켜 제작하였다. 소동물PET 영상은 37 MBq $^{18}F$-FDG를 쥐의 꼬리정맥에 주사한 후 60분 섭취 후 Siemens Inveon SPECT/PET 스캐너를 이용하여 20분 동안 ECG 신호와 함께 획득하였고, OSEM 2D 알고리즘을 이용하여 재구성하였다. PET 영상의 심근 극성지도는 Siemens QGS 소프트웨어에 적합한 형식으로 변환 후 자동으로 심근 벽을 설정하여 작성하였다. 심근경색영역의 기준데이터는 TTC 염색으로 설정하였으며 전체 좌심실대비 염색된 영역의 백분율로 획득하였다. 최적의 임계값 설정을 위해 절대치 설정 방법, Otsu 알고리즘, 다중가우시안혼합모델(Multi Gaussian mixture model, MGMM)을 이용하여 평가하였다. 절대치 설정 방법은 10~90%까지 10%단위로 미리 정의 된 임계값을 이용하였고, Otsu 알고리즘은 영상 내에서 두 군집의 분산을 최대로 하는 임계값으로 설정하였다. MGMM 방법은 영상의 화소 강도를 분석하여 여러 개의 가우시안 분포함수(MGMM2, $\cdots$ MGMM4)로 반복 수행하여 최적의 가우시안 분포를 구하여 적응적 임계값을 설정하였다. 극성지도 평가지표는 각각의 알고리즘에서 측정된 임계값을 이용하여 이진화하고 전체 극성지도와 경색영역의 백분율로 획득한 후, TTC 염색으로 획득된 기준데이터와의 차이를 비교하였다. 그 차이는 절대치 방법의 20%에서 $7.04{\pm}3.44%$, 30%에서 $3.87{\pm}2.09%$, 40%에서 $2.15{\pm}2.07%$이었다. Otsu 방법은 $3.56{\pm}4.16%$이었으며 MGMM 방법은 $2.29{\pm}1.94%$이었다. 소동물 PET 극성지도에서는 30% 임계값이 조직학적 데이터와 비교하여 가장 작은 차이를 보였다. 그러나 TTC 염색으로 측정한 크기가 10% 이하에서는 MGMM 방법이 절대치 방법보다 작은 차이를 보였다(MGMM: 0.006%, 절대치방법: 0.59%). 이 연구에서는 심근경색 모델 평가를 위하여 생체영상 극성지도에서 다중가우시안혼합모델을 이용하여 평가하고자 하였다. MGMM은 사용자의 선택 없이도 자동적으로 영상 특성을 고려하여 적응적 임계값을 찾아주는 방법으로 극성지도에서 심근경색을 평가하는데 도움이 될 것으로 기대된다.