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Analyzing Students' Non-face-to-face Course Evaluation by Topic Modeling and Developing Deep Learning-based Classification Model (토픽 모델링 기반 비대면 강의평 분석 및 딥러닝 분류 모델 개발)

  • Han, Ji Yeong;Heo, Go Eun
    • Journal of the Korean Society for Library and Information Science
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    • v.55 no.4
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    • pp.267-291
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    • 2021
  • Due to the global pandemic caused by COVID-19 in 2020, there have been major changes in the education sites. Universities have fully introduced remote learning, which was considered as an auxiliary education, and non-face-to-face classes have become commonplace, and professors and students are making great efforts to adapt to the new educational environment. In order to improve the quality of non-face-to-face lectures amid these changes, it is necessary to study the factors affecting lecture satisfaction. Therefore, This paper presents a new methodology using big data to identify the factors affecting university lecture satisfaction changed before and after COVID-19. We use Topic Modeling method to analyze lecture reviews before and after COVID-19, and identify factors affecting lecture satisfaction. Through this, we suggest the direction for university education to move forward. In addition, we can identify the factors of satisfaction and dissatisfaction of lectures from multiangle by establishing a topic classification model with an F1-score of 0.84 based on KoBERT, a deep learning language model, and further contribute to continuous qualitative improvement of lecture satisfaction.

Liquid Biopsy: Current Status and Future Perspective in Gastric Cancer and Helicobacter Infection (액체 생검(Liquid Biopsy): 위암 및 헬리코박터 감염증에서 적응과 전망)

  • Kang, Eun A;Han, Young Min;Park, Jong Min;Yoo, In Kyung;Hong, Sung Pyo;Hahm, Ki Baik
    • The Korean journal of helicobacter and upper gastrointestinal research
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    • v.18 no.3
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    • pp.150-156
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    • 2018
  • Precision medicine stands for 4Ps - precise, preventive, participatory, and personal; in which "precision" is important because the current modern medicine starts from "trial and error," and "one does not fit all". Current targeted therapies for cancer have changed treatment approaches and led the precision medicine; however, clinical use of liquid biopsy, using blood or other liquid specimens to characterize circulating tumor cells (CTC) or tumor genes instead of biopsies of tumor tissues, still awaits availability of more information regarding non-invasive cancer detection and characterization, prediction of treatment response, monitoring the disease course and relapse possibilities, identification of mechanisms of drug resistance, and newer pathogenesis. In this review, we will introduce the basic concept of CTC, circulating cell free DNA, and exosomes and their possible application for gastric cancer relevant with Helicobacter pylori infection.

The Effect of Individual Factors, Emotion Factors, Parents' Factors, and Social Environmental Factors on Career Decision Making of Adolescents with Multicultural (다문화청소년의 개인요인, 정서요인, 부모요인, 사회·환경 요인이 진로미결정에 미치는 영향)

  • Cho, Ouk-Sun;SuK, Mal-Sook
    • Journal of Industrial Convergence
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    • v.19 no.6
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    • pp.155-164
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    • 2021
  • The purpose of this study was to identify the individual, emotional, parent, and social environmental factors on career decision-making in multicultural youth. To this end, 1,146 multicultural adolescents who were enrolled in high school and whose fathers were Korean were selected as subjects of analysis as data for the 7th year of the Multicultural Youth Panel (MCAPS). As a result, first, it was found that self-esteem, which was an individual factor, and adaptation to school life and multicultural acceptance, which are social and environmental factors, positive effect career decision-making. Second, it was found that depression as an emotional factor and neglect as a parent factor had a negative effect on career decision-making. However, it was confirmed that stress as an individual factor, and parent-child communication as a parent factor did not affect career decision-making. These results are meaningful in that they provided basic data on how to deal with each factor and prevent multicultural youths from wandering in advance without deciding their career paths.

Nursing students' experiences of adapting to clinical practice in the COVID-19 pandemic (COVID-19 감염병 시대, 간호대학생의 임상실습 적응 경험)

  • Kwon, Suhye;Kim, Youngkyoung;Bang, Miseon;Ryu, Min
    • The Journal of Korean Academic Society of Nursing Education
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    • v.28 no.1
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    • pp.57-69
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    • 2022
  • Purpose: This study was performed to explore and describe the overall clinical practice adaptation experiences among nursing students during the COVID-19 pandemic. Methods: This qualitative study applied the grounded theory method by Corbin and Strauss. Data were collected from May to August 2021 through individual in-depth interviews with 14 nursing students from three universities in B metropolitan city. Results: From open coding, 20 sub-categories and 10 categories were identified. Analysis revealed that the core category was the process of "keeping the place of learning while adhering to the restrictions of the era of pandemic" and that it consisted of four phases: confusion, withdrawal, adjustment, and growth. Through this process, participants utilized various action/interactional strategies such as "shifting to positive thinking," "building a shield to protect oneself," and "focusing on learning." The consequences of these strategies were "adapting to the reality of the infectious disease situation" and "strengthening a foothold to grow as a future nurse." Conclusion: An in-depth understanding of nursing students' experiences of adapting to clinical practice during the COVID-19 pandemic will guide nursing educators to promote effective teaching strategies to better support nursing students in a time of infectious disease crisis.

A Phenomenological Study on the Stress experiences of Pregnant Women During the Coronavirus Disease (COVID-19) Pandemic (코로나바이러스 감염증(COVID-19) 범유행시 임산부의 스트레스 경험에 관한 현상학적 연구)

  • Young-Mi Yang;Mi-Ock Cho
    • Journal of Industrial Convergence
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    • v.21 no.3
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    • pp.117-127
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    • 2023
  • The study is a qualitative study to understand the stress experience of pregnant women by exploring the vivid experiences of pregnant women during the COVID-19 pandemic through a phenomenological approach. As for the study subjects, 12 pregnant women who were pregnant during the COVID-19 pandemic were selected as subjects and in-depth interviews were conducted. Interviews with participants were conducted from June to October 2022, and data were analyzed through the Taguette program using the Colaizzi (1978) analysis method. As a result of the analysis, the category of experience was derived as 4 themes and 12 sub-topics. The main themes appeared as confusion due to inaccurate information, collapsed prenatal care, stress due to a controlled life, and body and mind adapting. It was confirmed that social support for the health of pregnant women and the establishment of a stable medical system need to be done overall. Further studies are needed to support this.

The Surgical Outcome of Thoracic Outlet Syndrome (흉곽출구증후군 환자의 수술성적)

  • Hwang Jung Joo;Joung Eun Kyu;Paik Hyo Chae;Lee Doo Yun
    • Journal of Chest Surgery
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    • v.38 no.12 s.257
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    • pp.844-848
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    • 2005
  • Background: Thoracic outlet syndrome(TOS) is caused by the compression of neurovascular structures that supply to the upper extremities. Only a few reports have been published in Korea, and this study attempts to investigate the clinical aspects and results of the patients who underwent surgical treatment. Material and Method: This study consist of 16 patients who underwent operations for thoracic outlet syndrome from May, 2002 to October, 2004. The surgical indications were confined to patients with: 1) symptom too severe to perform ordinary daily life because of pain, paresthesia, edema of upper extremities, 2) no improvement after proper physical therapy, 3) definite finding of compression confined by radiologic examinations (MRI, angiography, etc), and 4) no other diseases such as cervical intervertebral herniation, myositis, neurologic diseases below the brachial plexus. The surgical approaches were by transaxillary approaches in 12 cases, supraclavicular approaches in 2 cases, and infraciavicular approaches in 2 cases. Result: There were 15 males and one female with an average age of 23.9 years (range:19$\∼$39). Rib anomalies were observed in four cases (25.0$\%$), but the others had no abnormal ribs. Right lesions were found in eight cases (50.0$\%$), left lesions in five cases (31.3$\%$), and bilateral lesions in three cases (18.7$\%$). The follow-up period was 9$\∼$26 months and recurrence rate was 12.5$\%$ (2/16). Complications were one case of ulnar nerve palsy, one case of persistent pain despite radiologic improvement and three cases of wound dehiscence due to fat necrosis and hematoma. Conclusion: Although the choice of treatment in patients with TOS has been disputed, patients who have no response with proper physical therapies can benefit from the surgical treatment which may help patients to return to normal daily activity in shorter period of time.

The Clinical Outcomes of Off-Pump Coronary Artery Bypass Grafting in the Octogenarians (80세 이상 고령 환자에서 심폐바이패스 없이 시행한 관상동맥우회술의 중단기 성적)

  • Kim Do-Kyun;Lee Chang Young;Lee Kyo Joon;Joo Hyun Chul;Yoo Kyung-Jong
    • Journal of Chest Surgery
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    • v.38 no.10 s.255
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    • pp.680-684
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    • 2005
  • Background: With the increasing age of the population, coronary artery bypass grafting in the elderly patients is becoming common. Off-pump coronary artery bypass grafting (OPCAB) has been proven to be less morbidity and to facilitate early recovery. The elderly patients may have benefits by avoiding the adverse effects of the cardiopulmonary bypass. The purpose of this study is to evaluate our results of OPCAB in elderly patients. Material and Method: A retrospective chart review was carried out for 12 patients aged over 80 years who underwent isolated OPCAB from January 2001 and March 2004. Data were collected risk factors for disease, extent of coronary disease, and in-hospital outcomes. Postoperative graft patiency was evaluated in 9 patients by multi-slice computed tomography. Result: Eleven patients had triple vessel disease or left main disease. Four patients were suffered from preoperative CVA, and 4 patients had chronic obstructive pulmonary disease. Two patients had myocardial infarction (MI), among them 1 patient was suffered from pulmonary edema after preoperative MI. There was no perioperative death, perioperative MI, and no ventricular arrhythmia. Also there was no perioperative stroke and renal failure. But there was one deep sternal infection who recovered by treating of muscle flap. Atrial fibrillation was newly developed in 1 patient, but was well controlled by medication. Mean intubation time was $15.9\pm4.4(8\~20hrs)$ hrs and mean ICU stay was $2.9\pm0.8(2\~4 days)$ days. Mean hospital day was $21.6\pm14.3(13\~56 days)$ days. Postoperative mean CK-MS was $11.3\pm14.1\;ng/mL$. Early postoperative graft patency rate was $100\%(24/24)$. Follow-up was completed in all patients. In this time, there was no patients with angina or death. Conclusion: The results of this study suggest that OPCAB reduces morbidity and favors hospital outcomes. Therefore, OPCAB is safe, reasonable and might be preferable operative strategy in elderly patients.

Histopathologic Diagnosis and Outcome of Renal Biopsied Pediatric Nephrotic Syndrome (신생검을 받은 소아 신증후군에서 조직병리 소견과 치료 성과)

  • Chung Hye-Jeon;Youn Suk;Kim Sung-Do;Cho Byoung-Soo
    • Childhood Kidney Diseases
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    • v.9 no.2
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    • pp.149-158
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    • 2005
  • Purpose : To determine the histological findings and treatment outcome in cases of child hood nephrotic syndrome which required renal biopsy. Methods : We retrospectively reviewed the clinical, laboratory, pathologic findings and therapeutic outcomes of 159 nephrotic children who received a renal biopsy at the Department of Pediatrics, Kyunghee Medical University Hospital, Seoul from 1984 to 2004 over a period of 21 years. The renal biopsy was performed in nephrotic children who showed atypical features at presentation, or needed cytotoxic therapy because of frequent-relapsing, steroid-dependent, or steroid-resistant nephrotic syndrome(SRNS). Results : Minimal change disease(MCD) was found in 52.1$\%$ of the patients, followed by diffuse mesangial proliferation(33.1$\%$), focal segmental gomerulosclerosis(5.3$\%$), membranoproliferative glomerulonephritis(2.4$\%$), membranous nephropathy(2.4$\%$), and IgA nephropathy(1.8$\%$). In MCD children, 14.8$\%$ had hematuria, 22.7$\%$ had hypertension, 5.7$\%$ showed decreased renal function, and no patient was found to have an abnormal complement level. Among patients diagnosed with diseases other than MCD, 43.2$\%$ had hematuria, 21.0$\%$ was found to be hypertensive, 7.4$\%$ of children showed decreased renal function and only 3(3.7$\%$) had decreased complement level; the rates of hematuria and SRNS were found to be significantly higher than MCD patients. Among 37 SRNS patients, 30(81.0$\%$) showed a final remission state with long-term steroid therapy, including methylprednisolone pulse therapy, over 4 months, with or without cytotoxic therapy. Conclusion : Almost half of the cases of childhood nephrotic syndrome requiring renal biopsy were not diagnosed with MCD. Among atypical features, hematuria and steroid-resistance would be the most probable indicators for a diagnosis other than MCD. Even in patients with SRNS, long-term methylprednisolone pulse therapy may result in a good remission rate. (J Korean Soc Pediatr Nephrol 2005;9:149-158)

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Comparison of Femoropopliteal Bypass and Superficial Femoral Artery Stenting for Treating Femoral Artery Occlusive Disease (대퇴동맥 폐색증에서 대퇴동맥-슬와동맥 우회술과 대퇴동맥 스텐트 삽입술의 비교)

  • Lee, Gun;Lim, Chang-Young;Kim, Man Deuk;Lee, Hyeon-Jae
    • Journal of Chest Surgery
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    • v.42 no.1
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    • pp.53-58
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    • 2009
  • Background: The goal of this study was to compare the patency and complications of femoropopliteal bypass with superficial femoral artery stenting for patients with atherosclerotic superficial femoral artery occlusive disease. Material and Method: Between July 2005 and July 2008, we reviewed 29 femoropopliteal bypass procedures (24 patients) with prosthetic grafts (the bypass group) and 19 superficial femoral artery stentings (15 patients) with nitinol stent (the stent group). There were 35 male patients (89.7%) and the mean age of the patients was 69.2 years (range: 48~84). The number of patients who had DM, hypertension and a smoking history was 25 patients (64.1%), 17 patients (43.6%) and 30 patients (76.9%), respectively. 23 (59.0%) patients had skin ulceration or tissue gangrene at admission. Result: There were 27 cases (93.0%) of TASC C&D lesion in the bypass group and 16 cases (84.2%) of TASC A&B lesion in the stent group. There were significant differences for the indications for a procedure between the two groups (p<0.01). The primary patency rates at 6 months, 12 months and 24 months were 91.9%, 79.7% and 79.7% for the bypass group and 93.3%, 86.2% and 86.2% for the stent group, respectively. There were no statistical difference between the two groups (p=0.48). Conclusion: There were no significant differences in the outcome between two groups. TASC C&D lesion and failed intervention therapy should be treated with femoropopliteal bypass surgery, and TASC A&B lesion and the high-risk patients should be treated with femoral artery stent insertion.

Clinical Characteristics of Pneumococcal Bacteremia in Adults : The Effect of Penicillin Resistance on the Mortality of Patients with Pneumococcal Bacteremia (폐렴구균 균혈증에서 폐렴구균의 페니실린 내성 여부가 사망률에 미치는 영향)

  • HwangBo, Bin;Yoon, Ho-Il;Lee, Sang-Min;Choi, Seung-Ho;Park, Gye-Young;Yoo, Chul-Gyu;Lee, Choon-Taek;Kim, Young-Whan;Han, Sung-Koo;Min, Kyung-Up;Kim, You-Young;Shim, Young-Soo
    • Tuberculosis and Respiratory Diseases
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    • v.47 no.2
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    • pp.184-194
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    • 1999
  • Backgrounds : The advent of penicillin has led to the marked reduction in the mortality from pneumococcal bacteremia, however, the mortality is still relatively high in this post-antibiotic era. Actually the prevalence of infection due to penicillin-resistant penumococci is increasing worldwide, and it is especially high in Korea due to irrelevant use of antibiotics. So, the high mortality of pneumococcal sepsis might be related to the emergence of penicillin-resistant strains, however, many other antibiotics, which eradicate pneumococci effectively, are available in these days. This has led us to suspect the role of penicillin-resistance in the high mortality rate. In this study, we evaluated the effect of penicillin resistance on the mortality of patients with penumococcal bacte remia. Methods: The study population consisted of 50 adult patients with penumococcal bacteremia who were admitted between Jan, 1990 and July, 1997. Medical records were analyzed retrospectively. Results: Most of the patients (96%) had underlying diseases. The most common local disease associated with pneumococcal bacteremia was pneumonia (42%), which was followed by spontaneous bacterial peritonitis (14%), cholangitis (10%), meningitis (8%), liver abscess (4%), pharyngotonsillitis (4%), sinusitis (2%) and cellulitis (2%). While the overall case-fatality rate in this study was 24%, it was higher when peumococcal bacteremia was associated with pneumonia (42%) or meningitis (50%). The rate of penicillin resistance was 40%, which was increased rapidly from 1991. The rate of penicillin resistance was significantly higher in patients with the history of recent antibiotics use and hospitalization within 3 months respectively. The clinical manifestations, that is, age, severity of underlying diseases, nosocomial infection, associated local diseases, and the presence of shock or acute renal failure were not statistically different between the patients with penicillin-resistant and -sensitive pneumococcal bacteremia. The mortality of patients infected with penicillin-resistant pneumococci was not statistically different from those with penicillin-sensitive pneumococcal bacteremia. Conclusion: Penicillin resistance is not associated with high mortality in adult patients with pneumococcal bacteremia. As the overall mortality is high, active penumococcal vaccination is recommended in patients with high risk of infection.

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