• Annual Conference on Human and Language Technology
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• 2023.10a
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• pp.546-551
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• 2023

일반적으로 딥러닝 모델은 모든 라벨에 데이터 수가 균형을 이룰 때 가장 좋은 성능을 보인다. 그러나 현실에서는 특정라벨에 대한 데이터가 부족한 경우가 많으며 이로 인해 불균형 데이터 문제가 발생한다. 이에 대한 해결책으로 오버샘플링과 가중치 손실과 같은 데이터 불균형 기법이 연구되었지만 이러한 기법들은 데이터가 적은 라벨의 성능을 개선하는 동시에 데이터가 많은 라벨의 성능을 저하시키는 부작용을 가지고 있다. 본 논문에서는 이 문제를 완화시키고자 어텐션 기반의 앙상블 기법을 제안한다. 어텐션 기반의 앙상블은 데이터 불균형 기법을 적용한 모델과 적용하지 않은 모델의 출력 값을 가중 평균하여 최종 예측을 수행한다. 이때 가중치는 어텐션 메커니즘을 통해 동적으로 조절된다. 그로므로 어텐션 기반의 앙상블 모델은 입력 데이터 특성에 따라 가중치를 조절할 수가 있다. 실험은 에세이 자동 평가 데이터를 대상으로 수행하였다. 실험 결과로는 제안한 모델이 데이터 불균형 기법의 부작용을 완화하고 성능이 개선되었다.

• Radiation Oncology Journal
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• v.24 no.4
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• pp.248-254
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• 2006

$\underline{Purpose}$: To evaluate acute toxicities in cervix cancer patients receiving intensity modulated whole pelvic radiation therapy (IM-WPRT). $\underline{Materials\;and\;Methods}$: Between August 2004 and April 2006, 17 patients who underwent IM-WPRT were analysed. An intravenous contrast agent was used for radiotherapy planning computed tomography (CT). The central clinical target volume (CTV) included the primary tumor, uterus, vagina, and parametrium. The nodal CTV was defined as the lymph nodes larger than 1 cm seen on CT and the contrased-enhanced pelvic vessels. The planning target volume (PTV) was the 1-cm expanded volume around the central CTV, except for a 5-mm expansion from the posterior vagina, and the nodal PTV was defined as the nodal CTV plus a 1.5 cm margin. IM-WPRT was prescribed to deliver a dose of 50 Gy to more than 95% of the PTV. Acute toxicity was assessed with common toxicity criteria up to 60 days after radiotherapy. $\underline{Results}$: Grade 1 nausea developed in 10 (58.9%) patients, and grade 1 and 2 diarrhea developed in 11 (64.7%) and 1 (5.9%) patients, respectively. No grade 3 or higher gastrointestinal toxicity was seen. Leukopenia, anemia, and thrombocytopenia occurred in 15 (88.2%). 7 (41.2%), and 2 (11.8%) patients, respectively, as hematologic toxicities. Grade 3 leukopenia developed in 2 patients who were treated with concurrent chemoradiotherapy. $\underline{Conclusion}$: IM-WPRT can be a useful treatment for cervix cancer patients with decreased severe acute toxicities and a resultant improved compliance to whole pelvic irradiation.

• Journal of Nutrition and Health
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• v.50 no.5
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• pp.460-471
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• 2017

Purpose: The purpose of this cross-sectional study was to investigate intake-related factors of energy drinks and educational needs regarding energy drinks in female high school students. Methods: Subjects were 340 female high school students in Incheon, and data were collected using self-administered questionnaires. Statistical analysis was performed using the SPSS 20.0 program. Results: Subjects who had drunk energy drinks were 74.3% (249 subjects) of all subjects. The first time they drank an energy drink was significantly associated with grade (p < 0.05). In 75.1% of 249 subjects who had drunk energy drinks, the places for buying energy drinks were supermarkets and convenience stores near their homes. For the effects of energy drink intake, sleeplessness (44.6%) and no effect (41.7%) were cited, and 24.5% experienced side effects such as palpitation, tremors, etc. The scores for self-diagnosis of caffeine addiction were significantly higher in the low weight group compared to the overweight group (p < 0.05). The degree of caffeine addiction was significantly associated with effects of energy drink intake (p < 0.001) and type of side effects (p < 0.001). Willingness to stop consuming energy drinks (p < 0.001) and necessity of nutrition education about energy drinks (p < 0.05) were significantly lower in the caffeine addiction group compared to the general group. About 75.0% of subjects wanted to be educated about the side effects of energy drinks and caffeine. Conclusion: This study shows that female high school students need proper education about the effects of intake of energy drinks. Therefore, guidelines and a nutrition education program right intake of energy drinks should be provided as well as campaigns concerning the side effects of energy drinks and caffeine in female high school students.

• 보건세계
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• v.47 no.9 s.529
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• pp.10-13
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• 2000

• 보건세계
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• v.47 no.8 s.528
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• pp.10-13
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• 2000

• Progress in Medical Physics
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• v.25 no.2
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• pp.89-94
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• 2014

We investigated whether regional hyperthermia (HT) increased post-surgical complications in patients with locally advanced rectal cancer treated with preoperative concurrent chemoradiotherapy (CCRT). Between 1996 and 2007, 205 patients treated with preoperative CCRT and curative surgery were evaluable for the analysis of acute and late toxicities. A total dose of 39.6 Gy or 45 Gy was delivered concurrently with one or two cycles of chemotherapy (5-fluorouracil, leucovorin). Eighty-eight patients received regional HT twice a week using an 8-MHz radiofrequency capacitive heating device. Surgery was performed 4~6 weeks after the completion of preoperative CCRT. The median age was 59 years (range, 18~83) and the median follow-up period was 61months (range, 2~191). The 5-year overall survival and complication-free survival rate of all patients was 77.4% and 73.7%, respectively. Early leakage, delayed leakage, anastomotic stricture, fistula, and small bowel obstruction occurred in 1.0%, 2.9%, 1.5%, 5.9%, and 17.1%, respectively. HT did not increase all kinds of complications. The 5-year complication-free survival rate was 71.8% in the non-HT group and 76.3% in the HT group (p=0.293). Regional HT did not increase postoperative complications in patients with locally advanced rectal cancer treated with preoperative CCRT followed by curative surgery.

• Tuberculosis and Respiratory Diseases
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• v.44 no.1
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• pp.85-92
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• 1997

Background : The standard treatment of recurrent, symptomatic malignant pleural effusion is intrapleural instillation of a chemical agent in an attempt to achieve a sterile inflammation and pleurodesis. There are many drugs used as pleural sclerosing agents, but the efficiency and side effects are different. The present study was undertaken to compare the commonly used drugs, doxycycline and bleomycin. Methods : Thirty-four patients with malignant pleural effusion who needed repeated thoracentesis were randomized to receive treatment with intrapleural instillation of doxycycline or bleomycin Fluid volumes before and after pleurodesis, drainge time, and side effects were analyzed, and the response to treatment was evaluated by clinical examination and chest radiography during admission in the hospital. Also median survival rime were evaluated according to the responses. Results : The response rate was higher in the patients receiving doxycycline than in those receiving bleomycin (87.5% vs 50.0%, p=0.02), and fever, nausea and vomiting were more common in the patients receiving bleomycin. The median survival time was significantly longer in the patients who responded to the sclerotherapy regardless of sclerosing agents. Conclusions : Chemical pleurodesis with doxycycline or bleomycin could reduce or stop pleural effusions and prolong the median survival rimes in these patients. Doxycycline appeared to be more efficient as sclerosing agent than bleomycin in the short-term follow-up periods. But a prospective study with a larger number of patients is warranted.

• Journal of Yeungnam Medical Science
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• v.16 no.1
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• pp.69-75
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• 1999

Imidapril(Tanatril$^{(R)}$), a newly developed ACE inhibitor, has been used to treat hypertension and congestive heart failure. This study was designed to assess the antihypertensive effect and safety of Imidapril(Tanatril$^{(R)}$) in patients with essential hypertension. 5-10mg of imidapril(Tanatril$^{(R)}$) was administered once a day in 30 patients with essential hypertension and followed up for 8 weeks. We tested the drug's effectiveness, safety, and the incidence of imidapril induced dry coughs. After 8 weeks of treatment with imidapril, 76.2%(16/21) of patients showed lowered blood pressure and 47.6% showed normal blood pressure. The overall incidence of adverse effects was 33.3%(7/21), and among these adverse effects, dry cough was shown in only 9.5%. Thus, we concluded that imidapril(Tanatril$^{(R)}$) is as safe and effective as other ACE inhibitors, especially with imidapril showing very little incidence of dry cough compared to other ACE inhibitors.

• Neonatal Medicine
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• v.18 no.1
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• pp.130-136
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• 2011

Purpose: Chloral hydrate is a common drug frequently used for procedural sedation. But data on chloral hydrate use in the newborns are limited. This study examined the frequency of adverse effects of chloral hydrate and factors related to the adverse effects. We also examined if there were additional adverse effects when an additional sedative was used. Methods: The medical records of 104 patients admitted to neonatal intensive care unit of Seoul St. Mary's Hospital from March 2010 to February 2011 who used chloral hydrate for procedural sedation were retrospectively reviewed. Results: Adverse effects after administration of chloral hydrate were noted in 41.3% of the 104 patients. The adverse events included oxygen desaturation (18.8%), increase in apneic episodes (17.5%), increase in bradycardia (10%), and feeding intolerance (3.8%). Using oxygen at the time of chloral hydrate administration was independently associated with adverse effects (odds ratio [OR], 10.911: 95% confidence interval [CI], 2.082-57.178) and with the necessity for an additional sedative after administration of chloral hydrate (OR, 4.151: 95% CI, 1.455-11.840). Using one additional sedative agent after chloral hydrate showed no difference in adverse effects except feeding intolerance. Conclusion: Patients dependent on oxygen at the time of chloral hydrate administration may were found to be at higher risk for adverse effect of chloral hydrate and for an additional sedative. When an additional sedative is needed, it could be used with monitoring feeding intolerance after chloral hydrate administration.

• The Korean Journal of Applied Statistics
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• v.12 no.2
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• pp.357-395
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• 1999

음력설이 다가오면서 과일, 채소류 등 식료품물가가 통상 크게 오름에 따라 매년 초에 물가상승과 이로 인한 경제적 부작용을 우려하는 논의가 있어 왔다. 이를 고려하여 본고에서는 음력설이 소비자물가에 미치는 영향을 RegARIMA모형과 쌍체검정을 이용하여 분석하고 그 시사점을 찾아보았다. 분석결과 음력설은 농수축산물을 중심으로 식료품 가격의 변동성을 확대시켜 체감물가를 높임으로써 물가불안심리를 유발하는 측면이 있으나 전체 소비자물가에 미치는 영향은 크지 않은 것으로 나타났다. 음력설을 앞두고 발생하는 이러한 식료품 중심의 물가상승은 제수용품 등을 중심으로 일시적 수요증가에 주도되는 구조적인 측면이 크므로 이를 완화하는 방안을 강구하여 물가불안심리와 경제적 부작용을 줄일 필요가 있다.