• 제목/요약/키워드: Short-Term

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양방향 장단기 메모리 신경망을 이용한 욕설 검출 (Abusive Detection Using Bidirectional Long Short-Term Memory Networks)

  • 나인섭;이신우;이재학;고진광
    • 한국빅데이터학회지
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    • 제4권2호
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    • pp.35-45
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    • 2019
  • 욕설과 비속어를 포함한 악성 댓글에 대한 피해는 최근 언론에 나오는 연애인의 자살뿐만 아니라 사회 전반에서 다양한 형태로 증가하고 있다. 이 논문에서는 양방향 장단기 메모리 신경망 모델을 이용하여 욕설을 검출하는 기법을 제시하였다. 웹 크룰러를 통해 웹상의 댓글을 수집하고, 영어나 특수문자 등의 사용하지 않은 글에 대해 불용어 처리를 하였다. 불용어 처리된 댓글에 대해 문장의 전·후 관계를 고려한 양방향 장단기 메모리 신경망 모델을 적용하여 욕설 여부를 판단하고 검출하였다. 양방향 장단기 메모리 신경망을 사용하기 위해 검출된 댓글에 대해 형태소 분석과 벡터화 과정을 거쳤으며 각 단어들에 욕설 해당 여부를 라벨링하여 진행하였다. 실험 결과 정제하고 수집된 총 9,288개의 댓글에 대해 88.79%의 성능을 나타내었다.

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Prognostic Value of Serum AFP, AFP-L3, and GP73 in Monitoring Short-term Treatment Response and Recurrence of Hepatocellular Carcinoma after Radiofrequency Ablation

  • Wang, Nan-Ya;Wang, Cong;Li, Wei;Wang, Guan-Jun;Cui, Guo-Zhen;He, Hua;Zhao, Heng-Jun
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권4호
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    • pp.1539-1544
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    • 2014
  • Purpose: Alpha-fetoprotein (AFP), Lens culinaris agglutinin-reactive fraction of AFP (AFP-L3), and Golgi protein 73 (GP73) levels have been widely used as tumor markers for the diagnosis of hepatocellular carcinoma (HCC). The aim of this study was to investigate whether these tumor markers could be used to monitor short-term treatment response and recurrence of HCC in patients undergoing radiofrequency ablation (RFA). Methods: Between July 2012 and July 2013, 53 consecutive patients with newly diagnosed HCC were prospectively enrolled in this study. Among these, 32 patients underwent RFA, after which they were followed up prospectively at the First Hospital of Jilin University in China. Results: AFP, AFP-L3, and GP-73 values pre-RFA were not associated with tumor size, whereas AFP and GP-73 levels tended to be associated with tumor number, the presence of vascular invasion, deterioration of liver function, advanced-stage disease, and a poor performance status. GP-73 levels were dramatically elevated in the patients with hepatitis C-associated HCC. Neither pre-RFA nor 1-month post-RFA tumor marker values were associated with short-term outcome. The short-term recurrence rate of AFP-positive patients measured 1 month post-RFA was obviously higher than that of AFP-negative patients. Conclusions: AFP and GP-73 values were associated with clinical variables representing tumor growth and invasiveness, and the AFP value measured 1 month post-RFA was a strong predictor of short-term recurrence in patients with HCC.

여수국가산업단지 석유화학산업 근로자들의 벤젠 노출 실태와 관리대책 (Status of benzene exposure and suggested countermeasures for petrochemical workers in the Yeosu Industrial complexs)

  • 최상준;김원
    • 한국산업보건학회지
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    • 제17권4호
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    • pp.310-321
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    • 2007
  • Status of benzene exposure was evaluated upon petrochemical workers in the Yeosu Industrial Complex, based on questionnaire responses by workers, review of previous work environment assessment reports between 1996 and 2004, in addition to short-term exposure measurements for unit tasks in the field. Questionnaire results showed that workers in the field were suffering concern on and symptoms of respiratory diseases, cancers or other illnesses of unknown causes. In particular, workers were highly worried about the risk of exposure to chemical hazards including benzene, while conducting specific tasks (e.g. sampling, draining, gauging) among normal operations during which equipments are opened and contents are exposedin the air, as well as periodic turnaround (TA) task. However, the review of previous work environment assessment reports found out that short-term exposure assessment data for unit tasks accounted for less than 1% of total data, and most of them were on 8-hr average exposure level. It also turned out that benzene was not detected in 83% of total samples, suggesting routine but pointless sampling has been repeated. Short-term exposure level was assessed focusing on tasks with high level of complaints on the exposure risk, based on the questionnaire responses. As predicted, a maximum of 741 ppm benzene exposure was reached depending on types and conditions of operations involved. In conclusion, these findings suggest that the evaluation and management on the short-term high exposure tasks including turnaround are crucial in reducing benzene exposure and preventing haematopoietic cancer in workers in the petrochemical industry.

중학교 과학 ‘지질’ 영역에서 e-Learning 활용 수업이 장·단기 파지에 미치는 효과 (The Effects of Instruction using the e-Learning in ‘Geological’ Unit of Middle School Science on Long and Short Term Retention)

  • 이재응;이용섭;김상달
    • 한국지구과학회지
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    • 제26권6호
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    • pp.469-476
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    • 2005
  • 본 연구에서는 7차 교육과정에서 크게 대두되고 있는 새로운 형태의 교수?학습방법의 한 형태인 e-Learning이 학습자의 파지에 어떠한 영향을 주는지 알아보고자 e-Learning을 이용하여 중학생들이 ‘지각의 물질’ 단원에서 장?단기 파지에 미치는 영향에 대해 알아보았다. 이를 위하여 경상남도 양산시의 중학교 1학년 2개 학급 72명을 대상으로 e-Learning을 활용한 수업 전-후에서 과학 학업 성취도와 e-Learning에 대한 인식을 조사해 본 결과는 다음과 같다. 첫째, e-learning 활용수업은 학습자의 단기파지에 효과를 나타내지 못하였다. 둘째, 장기파지에 미치는 효과는 유의수준 .05에서 유의미한 차이가 있는 것으로 나타났다. 셋째, e-Learning을 활용한 수업이 장기파지에 긍정적인 반응을 하는 것으로 나타났다.

Effect of red blood cell transfusion on short-term outcomes in very low birth weight infants

  • Lee, Eui Young;Kim, Sung Shin;Park, Ga Young;Lee, Sun Hyang
    • Clinical and Experimental Pediatrics
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    • 제63권2호
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    • pp.56-62
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    • 2020
  • Background: Red blood cell (RBC) transfusion improves cardiorespiratory status of preterm infants by increasing circulating hemoglobin, improving tissue oxygenation, and reducing cardiac output. However, RBC transfusion itself has also been suggested to negatively affect short-term outcomes such as intraventricular hemorrhage (IVH), bronchopulmonary dysplasia (BPD), retinopathy of prematurity (ROP), and necrotizing enterocolitis (NEC) in premature infants. Purpose: This study aimed to analyze the relationship between RBC transfusion and short-term outcomes in very low birth weight (VLBW) infants (birth weight, <1,500 g). Methods: We retrospectively reviewed the medical records of VLBW infants admitted to the Soonchunhyang University Bucheon Hospital between October 2010 and December 2017. Infants who died during hospitalization were excluded. The infants were divided into 2 groups according to RBC transfusion status. We investigated the relationship between RBC transfusion and short-term outcomes including BPD, ROP, NEC, and IVH. Results: Of the 250 enrolled VLBW infants, 109 (43.6%) underwent transfusion. Univariate analysis revealed that all short-term outcomes except early-onset sepsis and patent ductus arteriosus were associated with RBC transfusion. In multivariate analysis adjusted for gestational age, birth weight and Apgar score at 1 minute, RBC transfusion was significantly correlated with BPD (odds ratio [OR], 5.42; P<0.001) and NEC (OR, 3.40; P= 0.009). Conclusion: RBC transfusion is significantly associated with adverse clinical outcomes such as NEC and BPD in VLBW infants. Careful consideration of the patient's clinical condition and appropriate guidelines is required before administration of RBC transfusions.

Wind-induced Spatial and Temporal Variations in the Thermohaline Front in the Jeju Strait, Korea

  • Han, In-Seong;Suh, Young-Sang;Seong, Ki-Tack
    • Fisheries and Aquatic Sciences
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    • 제16권2호
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    • pp.117-124
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    • 2013
  • We investigated the short-term and local changes in the thermohaline front in the Jeju Strait, Korea, which is usually formed during winter and spring. To do so, we compared Real-Time Observation System by Ferryboat (RTOSF) data with wind data and routinely collected oceanographic data. During February and April 2007, a thermohaline front formed in the Jeju Strait around the 13-$14^{\circ}C$ isotherms and 33.0-33.5 isohalines. The thermohaline was clearly weakened and began moving southward in mid-March. The variations in the surface temperature and salinity showed a continuous north-south oscillation of the thermohaline front with a period of 3-10 days. The speed of the short-term and local fluctuation of thermohaline front was about 5-30 cm/s. We confirmed these findings by examining the variation in the maximum temperature gradient and $14^{\circ}C$ isotherm during the study period. These short-term and local changes had not been previously detected using serial oceanographic and satellite data. Analysis of local wind data revealed a northerly wind fluctuation with a period of 3-10 days, which was clearly related to the short-term and local changes in the thermohaline front. The short-term and local changes of the thermohaline front in the Jeju Strait originated from local changes in the winter monsoon in this area.

심혈관 신호에 있어서 단기간 beat-to-beat 변이의 비선형 역할에 관한 연구 (Study on Nonlinearites of Short Term, Beat-to-beat Variability in Cardiovascular Signals)

  • Han-Go Choi
    • 대한의용생체공학회:의공학회지
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    • 제24권3호
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    • pp.151-158
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    • 2003
  • 심장혈관 신호에 있어서 단기간의 beat-to-beat 변이(variability)에 대한 여러 연구에서 선형 분석기법들이 사용되었다. 그러나 단기간 beat-to-beat 변이에 대해 선형기법 사용의 타당성에 대한 연구나 선형과 비선형 특성을 비교한 연구는 수행되지 않았다. 본 논문의 목적은 단기간 beat-to-beat 변이의 비선형성 특성을 조사함으로써 선형기법 사용의 적절함을 증명하고자 한다. 이를 위해 선형 ARMA와 비선형 신경망(NN) 모델을 사용하여 예측을 수행하였는데, 과거의 순시 심박(HR)과 평균 혈압(BP)으로부터 현재의 심박과 혈압 예측을 상호 비교하였다. 이러한 예측모델을 평가하기 위해 MIMIC 데이터베이스로부터 HR와 BP 시계열을 사용하였다. 실험결과에 의하면 신경망에 의한 비선형성은 단기간 beat-to-beat 변이를 생성하는 시스템 동특성을 나타내는데 의미있는 역할을 하지 못하였으며, 이 사실은 ARMA 선형 분석기법이 이러한 시스템 동특성을 나타내는데 적절함을 보여주고 있다

The Feasibility of Short Term Prophylactic Antibiotics in Gastric Cancer Surgery

  • Lee, Jun-Suh;Lee, Han-Hong;Song, Kyo-Young;Park, Cho-Hyun;Jeon, Hae-Myung
    • Journal of Gastric Cancer
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    • 제10권4호
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    • pp.206-211
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    • 2010
  • Purpose: Most surgeons administer prophylactic antibiotics for 3 to 5 days postoperatively. However, the Center for Disease Control (CDC) guideline recommends antibiotic therapy for 24 hours or less in clean/uncontaminated surgery. Thus, we prospectively studied the use of short term prophylactic antibiotic therapy after gastric cancer surgery. Materials and Methods: A total of 103 patients who underwent gastric cancer surgery between October 2007 and June 2008 were prospectively enrolled in a short term prophylactic antibiotics program. One gram of cefoxitin was administered 30 minutes before the incision, and one additional gram was administered intraoperatively for cases with an operation time over 3 hours. Postoperatively, one gram was administered 3 times, every 8 hours. Patients were checked routinely for fever. All cases received open surgery, and the surgical wounds were dressed and checked for Surgical Site Infection (SSI) daily. Results: Of the 103 patients, 15 were dropped based on exclusion criteria (severe organ dysfunction, combined resection of the colon, etc). The remaining 88 patients were included in the short-term program of prophylactic antibiotic use. Of these patients, SSIs were detected in 8 (9.1%) and fever after 2 postoperative days was detected in 11 (12.5%). The incidence of SSIs increased with patient age, and postoperative fever correlated with operation time. Conclusions: Short term prophylactic antibiotic usage is feasible in patients who undergo gastric cancer surgery, and where there are no grave comorbidities or combined resection.

단시간의 스쿼트 운동으로 피로 유발된 대퇴사두근에 대한 키네시오 테이핑의 즉각적 효과 (The Immediate Effects of Kinesio Taping on Quadriceps Induced Fatigue by Short-term Squat)

  • 안익근;전재국;김동야
    • 대한정형도수물리치료학회지
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    • 제21권1호
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    • pp.21-28
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    • 2015
  • Background: The purpose is to investigate the immediate effects of kinesio taping on quadriceps induced fatigue by short-term squat. Methods: This research is cross-over designed study and conducted as a single-blind. Eleven students (Age: $18.91{\pm}0.49yrs$, height: $167.09{\pm}8.46cm$, $62.55{\pm}11.32kg$) were participated in this study. All the participants were applied short-term squat for inducing fatigue, and then intervented all three conditions (kinesio taping applied condition, placebo taping applied condition, non-taping applied condition). The interval of each intervention was at least a seven days to prevent carry-over effects. The participants were tested peak torque (isometric contracture) and active joint position sense (active JPS) pre-post intervention. A paired t-test was used to find the significance of pre-post intervention results and one-way ANOVA was used to find the significance between interventions with significant level as .05. Results: Peak torque was significantly increased on KT condition (p<.05). But there were no significant effects on active JPS. Because kinesio taping facilitates Ia afferent by tactile stimulation with stretched skin, reduced muscle power by short term squat which induce muscle fatigue was increased. But kinesio taping does not affect mechanoreceptor in muscles, induced active JPS by short-term squat had no changes.

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간호대학생의 전공 융합 프로그램을 통한 해외 단기연수 경험 (Nursing Students' Experience of Major Converged Short-term Study Abroad Program)

  • 문원희;김영주
    • 한국융합학회논문지
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    • 제6권2호
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    • pp.1-11
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    • 2015
  • 본 연구의 목적은 상징적 상호작용론적 견해에 바탕을 둔 근거이론 방법을 이용하여 간호대학생의 전공 융합한 해외 단기연수 경험에 대한 실체이론을 도출하고, 해외 단기연수가 나아가야 할 방향을 조명하는데 있다. 연구결과를 보면 참여자들은 연수 후 경험으로 내 안의 또 다른 '나'를 발견하고 더 넓은 세상으로 나가고자 하는 열망이 강하게 생기면서 삶에 대한 태도를 변화하기 시작하였고 이는 자아성숙으로 나타났다. 그러나 일부 참여자는 현실에 짓눌려 열망을 내려놓고 예전 삶으로의 회귀를 나타내기도 하였다. 본 연구결과를 토대로 볼 때, 전공 융합한 해외 단기연수 후에는 반드시 추후 프로그램을 운영하여 긍정적으로 변화된 열망, 동기, 자신감 등을 강화 유지시켜 주는 것이 필요하고, 개인 성향에 따른 맞춤형 추후 프로그램을 운영하는 것이 요구된다. 또한 추후 프로그램 운영 시 연수에 참여한 학생들에 대한 주기적인 평가를 통해 추후 시점마다 심리적 또는 교육적 지지자원을 분배 투입하는 것이 필요하다.