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Development of Web Service for Liver Cirrhosis Diagnosis Based on Machine Learning (머신러닝기반 간 경화증 진단을 위한 웹 서비스 개발)

  • Noh, Si-Hyeong;Kim, Ji-Eon;Lee, Chungsub;Kim, Tae-Hoon;Kim, KyungWon;Yoon, Kwon-Ha;Jeong, Chang-Won
    • KIPS Transactions on Computer and Communication Systems
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    • v.10 no.10
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    • pp.285-290
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    • 2021
  • In the medical field, disease diagnosis and prediction research using artificial intelligence technology is being actively conducted. It is being released as a variety of products for disease diagnosis and prediction, which are most widely used in the application of artificial intelligence technology based on medical images. Artificial intelligence is being applied to diagnose diseases, to classify diseases into benign and malignant, and to separate disease regions for use in identification or reading according to the risk of disease. Recently, in connection with cloud technology, its utility as a service product is increasing. Among the diseases dealt with in this paper, liver disease is a disease with very high risk because it is difficult to diagnose early due to the lack of pain. Artificial intelligence technology was introduced based on medical images as a non-invasive diagnostic method for diagnosing these diseases. We describe the development of a web service to help the most meaningful clinical reading of liver cirrhosis patients. Then, it shows the web service process and shows the operation screen of each process and the final result screen. It is expected that the proposed service will be able to diagnose liver cirrhosis at an early stage and help patients recover through rapid treatment.

Incidental Breast Lesions on Chest CT: Clinical Significance and Differential Features Requiring Referral (흉부 전산화단층촬영에서 우연히 발견된 유방 병변: 임상적 중요성 및 진료 의뢰가 필요한 특징적 영상 소견)

  • Choi, Yun Jung;Kim, Tae Hoon;Cha, Yoon Jin;Son, Eun Ju;Gweon, Hye Mi;Park, Chul Hwan
    • Journal of the Korean Society of Radiology
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    • v.79 no.6
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    • pp.303-310
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    • 2018
  • Purpose: To evaluate the CT features of incidental breast lesions on chest CT and to suggest useful criteria for referral to a specialized breast unit. Materials and Methods: Between May 2009 and April 2014, enhanced chest CT examination reports containing the key word 'breast' were reviewed retrospectively. Patients who had incidental breast lesion and were referred to a specialized breast unit and then underwent pathological confirmation or follow-up over a 1-year period were included. Finally, 86 patients (all female, mean age, $48.9{\pm}12.6years$) were enrolled. Two radiologists evaluated lesion characteristics, including size, shape, margins, and enhancement. The correlations between the CT features and pathologies were evaluated, and the diagnostic accuracy of CT features in various combinations was assessed. Results: Among the CT features, irregular shape, non-circumscribed margin, and high contrast enhancement were different between malignant and benign lesions (p < 0.05). The combination of non-circumscribed margin and high contrast enhancement had the highest accuracy (97.7%). Conclusion: Reliable CT features for incidental malignant breast masses are irregular shape, non-circumscribed margin, and high contrast enhancement. The combination of non-circumscribed margin and high contrast enhancement could help distinguish incidental malignant breast lesions and indicate referral to a specialized breast unit.

Value of Image Subtraction for the Identification of Hepatocellular Carcinoma Capsule on Gadoxetic Acid-Enhanced MRI (가도세틱산-조영증강 MRI에서 간세포암 피막 발견에 대한 영상차감기법의 진단적 가치)

  • Kim, Hyunjung;Ahn, Jhii-Hyun;Moon, Jin Sil;Cha, Seung-Whan
    • Journal of the Korean Society of Radiology
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    • v.79 no.6
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    • pp.340-347
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    • 2018
  • Purpose: To evaluate value of image subtraction for identifying hepatocellular carcinoma (HCC) capsule on gadoxetic acid-enhanced MR images. Materials and Methods: This study involved 108 patients at risk of HCC preoperatively examined using gadoxetic acid-enhanced MRI with hepatic resection between May 2015 and February 2017. We evaluated qualities of subtraction images and presence of capsular appearance on portal venous or transitional phases conventional and subtraction images. We assessed effect of capsular appearance on subtraction images on HCC. Results: After excluding 1 patient who had treated by transarterial chemoembolization prior to surgery and 33 patients with unsatisfactory subtraction image qualities, 82 focal hepatic lesions (73 HCC, 5 non-HCC malignancies, and 4 benign) from 74 patients were analyzed. Regarding detection of capsules, sensitivity, accuracy, and area under the receiver operating characteristic curve (AUC) on subtraction images were significantly higher than those on conventional images (95.4%, 89.0%, and 0.80, respectively; p < 0.001), though specificities were same (64.7%). For diagnosis of HCC, sensitivity, accuracy, and AUC on subtraction images were significantly higher than on conventional images (82.2%, 79.3%, and 0.69, respectively; p = 0.011), though specificities were identical (55.6%). Conclusion: Portal venous or transitional phase gadoxetic acid-enhanced MRI subtraction images could improve detection of HCC capsule.

Clinical Characteristics of the Patients with Dizziness after Car Accidents (교통사고로 인한 어지럼 환자의 임상양상)

  • Hah, Young Min;Yang, Chul Won;Kim, Sang Hoon;Yeo, Seung Geun;Park, Moon Suh;Byun, Jae Yong
    • Korean Journal of Otorhinolaryngology-Head and Neck Surgery
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    • v.60 no.8
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    • pp.390-395
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    • 2017
  • Background and Objectives With increasing frequency of car accidents, patients of dizziness caused by car accidents are also increasing. Various types of dizziness or vertigo can occur from car accidents depending on different injury mechanisms. Since accurate diagnosis is important for providing proper treatments, we evaluated clinical characteristics related to vestibular function of patients with dizziness caused car accidents. Subjects and Method In this retrospective case review study that runs from January 2011 to March 2013, a total of 82 patients with dizziness following car accident were enrolled consecutively. We analyzed the final diagnosis of dizziness according to different mechanisms of injury during car accident through clinical record review. Patients who developed dizziness within one month of car accident were included, excluding those who had temporal bone fracture and previous history of dizziness. Results Of the different types observed, 36.6% was head injury, 24.4% whiplash injury, 3.7% complex injury, 2.4% others and the rest was unknown. In the final diagnosis, the different types included 36.6% benign paroxysmal positional vertigo (BPPV), 23.2% unclassifiable dizziness, 18.3% cervical vertigo, 7.3% labyrinthine concussion, 3.7% BPPV with labyrinthine concussion and the rest was others. Of the different types of dizziness symptoms, 58.5% was headache, 45.1% was audiologic symptoms, and others included earfullness, tinnitus and hearing disturbance. Tinitogram and pure tone audiogram results show that 2.9% (27 people) of patients have tinnitus and 7.3% (6 people) have hearing disturbance. Conclusion An accurate diagnosis and timely management would be very important in forming a proper approach for post traumatic vertigo patients.

Gubong Song IK- Pil's Thought of Statecraft(經世思想) (구봉 송익필의 경세사상)

  • Lee, Young-Ja
    • The Journal of Korean Philosophical History
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    • no.59
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    • pp.313-342
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    • 2018
  • Gubong Song Ik-pil could not behave according to his aspiration directly due to restrictions in his social standing. Despite that, he actually did so indirectly through either close friends or younger students by exhibiting 'cheobyeonwigwon (處變爲權) with the goal of jichijuui (至治主義). He insisted on people-oriented politics grounded on cheonmyeongsasang (天命思想) and also suggested the humbleness of the royal family and jinhyulchaek (賑恤策) based on love of the people. In addition, he promoted public welfare and stability to enhance patriotism and also insisted on the policy of strengthening national defense with seoeolgongsacheon (庶?公私賤)'s provision of military service through the enforcement of yangcheonjongbujongmobeop (良賤從父從母法). Also, according to the letter sent to Lee San-bo, he suggested public service ethics, for instance, personally, getting rid of ulterior motives, exhibiting diligence, integrity, and wisdom, and doing one's utmost to handle tasks fairly without causing any problems and externally, being actively involved in managing and utilizing persons of ability and also relieving the poor and managing masters as well. In brief, we can assume that Song Ik-pil's thought of statecraft (經世思想) is the concrete methodology to reach the politics of kingcraft called 'jichi (至治)' by stabilizing public welfare grounded on benevolent and benign administration. He is often compared to Jegalryang on account of his innate qualities and cleverness. He was equipped with the excellent capacity of gyeongse even referred to as the moju (謀主) of four persons, Yi Yi, Seong Hon, Jeong Cheol, and Lee Gwi, and harshly criticized as a slick evil (奸鬼), too. His gyeongsesasang, however, ended up being incomplete due to restrictions in his social status. He was a person who loved the people more than anyone else, kept suggesting innovative reform plans to stabilize the people's lives, and was capable of practicing them all. His ideal of jichi was left unfulfilled, however.

Treatment Results of Vocal Process Granuloma: Intubation Versus Contact Granuloma (삽관성 육아종과 접촉성 육아종에 대한 치료 결과 분석)

  • Jeong, Jin Uk;Oh, Jae Hwan;Kim, Seul;Kim, Dong Young;Woo, Joo Hyun
    • Journal of the Korean Society of Laryngology, Phoniatrics and Logopedics
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    • v.32 no.3
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    • pp.135-141
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    • 2021
  • Background and Objectives Vocal process granulomas (VPGs) are benign lesions of the larynx, typically contact granulomas (CG) and intubation granulomas (IG). The two diseases are known to have different clinical manifestations despite having the same pathological features. The purpose of this study was to analyze the treatment results for CG and IG and to obtain clinical information. Materials and Method We retrospectively reviewed the medical records of patients diagnosed with VPG between January 2015 and December 2018. The patient's age, sex, medical history, lesion size, lesion type, reflux finding score, response to treatment, duration of treatment, and follow-up period were compared. Results In total, 32 patients were included in the study, of which 18 were CG and 14 were IG. In the CG group, males were dominant (n=15, 83.3%), whereas in the IG group, females were dominant (n=11, 78.6%) (p=0.0009). The response to medical treatment using proton pump inhibitor and steroid inhaler was better in the IG group (11/14, 78.6%) than in the CG group (7/18, 38.9%) (p=0.036). Of the 14 patients who did not respond to medical treatment, 5 received botulium toxin injections, and all 5 had complete remission. The duration of medical treatment was significantly longer in the IG group (p=0.0029). Conclusion IG was more common in female, and CG was more dominant in male. IG had better response to medical treatment using proton pump inhibitor and steroid inhaler than CG.

A Review on the Cause of Fever During Clozapine Treatment (클로자핀 투약시 나타나는 발열의 원인)

  • Jihye, Song;Sungsuk, Je;Jaejong, Lee;Seungyun, Lee;Seung-Hoon, Lee;Eunyoung, Lee;Hyungseok, So;Hayun, Choi;Jinhee, Choi
    • Korean Journal of Psychosomatic Medicine
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    • v.30 no.2
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    • pp.66-72
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    • 2022
  • Clozapine is accepted as the "gold standard" antipsychotics for treatment-resistant schizophrenia. Clozapine rarely causes extrapyramidal syndrome and tardive dyskinesia, which are common with other antipsychotics, and only a transient elevation of hyperprolactinemia has been reported. Despite such clinical usefulness, there are limitations to the use of clozapine due to adverse drug reactions (ADR). Fever is a common in adverse drug reactions associated with clozapine. At initiation of clozapine most fatal ADR such as agranulocytosis and neuroleptic malignant syndrome associated with fever, in which case clozapine should be discontinued immediately. However, as benign causes of fever are much more frequent than life-threatening ADR, clozapine should not be discontinued unconditionally in the event of fever during clozapine initiation. In addition, fever may occur at any time during the maintenance of clozapine treatment. In particular, since the risk of pneumonia does not decrease over time, and clozapine has a higher risk of pneumonia than other antipsychotic drugs, it is recommended to adjust clozapine dosage through therapeutic drug monitoring.

Insect Juvenile Hormone Antagonists as Eco-friendly Insecticides (친환경 살충제로서의 곤충 유충호르몬 길항제)

  • Choi, Jae Young;Je, Yeon Ho
    • Korean journal of applied entomology
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    • v.61 no.1
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    • pp.101-108
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    • 2022
  • Because of their specificity to target insects and relatively low toxicity to non-target organisms, insect growth regulators (IGRs) have been regarded as attractive alternatives to chemical insecticides. Commercially available IGRs are classified into juvenile hormone agonists (JHAs), ecdysone agonists (EAs), and chitin synthesis inhibitors (CSIs) according to their mode of action. Recently, JH-mediated interaction of methoprene-tolerant (Met), which is JH receptor, and its binding partners have been replicated in vitro using yeast cells transformed with the Met and FISC/CYC genes of A. aegypti. Using this in vitro yeast two-hybrid β-galactosidase assay, juvenile hormone antagonists (JHANs) have been identified from various sources including chemical libraries, plants, and microorganisms. As juvenile hormone (JH) is an insect specific hormone and regulates development, reproduction, diapause and other physiological processes, JHANs fatally disrupt the endocrine signals, which result in abnormal development and larval death. These results suggested that JHANs could be efficiently applied as IGR insecticides with a broad insecticidal spectrum. This review discuses JH signaling pathway mediated by Met and future prospects of JHANs as environmentally benign IGR insecticides.

Changes in Forced Expiratory Volume in 1 Second after Anatomical Lung Resection according to the Number of Segments

  • Lee, Sun-Geun;Lee, Seung Hyong;Cho, Sang-Ho;Song, Jae Won;Oh, Chang-Mo;Kim, Dae Hyun
    • Journal of Chest Surgery
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    • v.54 no.6
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    • pp.480-486
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    • 2021
  • Background: Although various methods are already used to calculate predicted postoperative forced expiratory volume in 1 second (FEV1) based on preoperative FEV1 in lung surgery, the predicted postoperative FEV1 is not always the same as the actual postoperative FEV1. Observed postoperative FEV1 values are usually the same or higher than the predicted postoperative FEV1. To overcome this issue, we investigated the relationship between the number of resected lung segments and the discordance of preoperative and postoperative FEV1 values. Methods: From September 2014 to May 2020, the data of all patients who underwent anatomical lung resection by video-assisted thoracoscopic surgery (VATS) were gathered and analyzed retrospectively. We investigated the association between the number of resected segments and the differential FEV1 (a measure of the discrepancy between the predicted and observed postoperative FEV1) using the t-test and linear regression. Results: Information on 238 patients who underwent VATS anatomical lung resection at Kyung Hee University Hospital at Gangdong and by DH. Kim for benign and malignant disease was collected. After applying the exclusion criteria, 114 patients were included in the final analysis. In the multiple linear regression model, the number of resected segments showed a positive correlation with the differential FEV1 (Pearson r=0.384, p<0.001). After adjusting for multiple covariates, the differential FEV1 increased by 0.048 (95% confidence interval, 0.023-0.073) with an increasing number of resected lung segments (R2=0.271, p<0.001). Conclusion: In this study, after pulmonary resection, the number of resected segments showed a positive correlation with the differential FEV1.

Small nations' choices to cope with direct security threats: a comparative study on the security strategies of the five East-Central European states between two world wars (안보의 진공을 타개하기 위한 약소국의 선택: - 전간기 중·동부유럽 5개국의 외교, 안보정책 비교연구)

  • Kim, Shin-Kyu
    • East European & Balkan Studies
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    • v.32
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    • pp.257-281
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    • 2012
  • Are the policies and strategies which weak and small states choose to follow for ensuring their's own security meaningless? Can the fate of weak states be guaranteed only by the neighboring benign strong states and be in certain international relations favoring for them? In this paper, to answer these questions, what kinds of security policies and foreign policies had small states chosen which were in the face of threats of great powers will be examined. Between the two world war, the series of event which took place in central and eastern European countries(CEEc) have been selected to examine the hypothesis and theories of international relations and foreign policies, and at the same time cited as examples of failed foreign policy and security strategy. During interwar periods, CEEc were the prime examples for examining what kind of policies and strategies had the small states chosen over the international relations in which the smalls had to struggle to survive between neighbouring the powers and between the hostiles. Furthermore, for the measures which the smalls had chosen had no effect when the great power threatened military to them, the main purpose of this paper is to examine what was the best choose to depend their survival. For this purpose, in this paper, several strategies which the smalls can choose and the counterfactuals, that is "if the smalls chosen another strategies, they could...", will be examined.