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A generalized explainable approach to predict the hardened properties of self-compacting geopolymer concrete using machine learning techniques

  • Endow Ayar Mazumder;Sanjog Chhetri Sapkota;Sourav Das;Prasenjit Saha;Pijush Samui
    • Computers and Concrete
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    • v.34 no.3
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    • pp.279-296
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    • 2024
  • In this study, ensemble machine learning (ML) models are employed to estimate the hardened properties of Self-Compacting Geopolymer Concrete (SCGC). The input variables affecting model development include the content of the SCGC such as the binder material, the age of the specimen, and the ratio of alkaline solution. On the other hand, the output parameters examined includes compressive strength, flexural strength, and split tensile strength. The ensemble machine learning models are trained and validated using a database comprising 396 records compiled from 132 unique mix trials performed in the laboratory. Diverse machine learning techniques, notably K-nearest neighbours (KNN), Random Forest, and Extreme Gradient Boosting (XGBoost), have been employed to construct the models coupled with Bayesian optimisation (BO) for the purpose of hyperparameter tuning. Furthermore, the application of nested cross-validation has been employed in order to mitigate the risk of overfitting. The findings of this study reveal that the BO-XGBoost hybrid model confirms better predictive accuracy in comparison to other models. The R2 values for compressive strength, flexural strength, and split tensile strength are 0.9974, 0.9978, and 0.9937, respectively. Additionally, the BO-XGBoost hybrid model exhibits the lowest RMSE values of 0.8712, 0.0773, and 0.0799 for compressive strength, flexural strength, and split tensile strength, respectively. Furthermore, a SHAP dependency analysis was conducted to ascertain the significance of each parameter. It is observed from this study that GGBS, Flyash, and the age of specimens exhibit a substantial level of influence when predicting the strengths of geopolymers.

Multi-modal treatment strategy for achieving an aesthetic lower face

  • Jeong, Tae Kwang;Chung, Chang Ho;Min, Kyung Hee
    • Archives of Plastic Surgery
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    • v.47 no.3
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    • pp.256-262
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    • 2020
  • Background Most women consider an oval-shaped face to be youthful and beautiful. In recent years, demand has grown for surgical procedures with a shorter downtime and fewer complications. These minimally invasive procedures include botulinum toxin type A (BoNTA) injection, filler injection, suction-assisted liposuction (SAL), laser-assisted lipolysis (LAL), thread lifting, and fat grafting. This study aims to introduce an effective method for creating an aesthetically pleasing lower face using a combination of minimally invasive procedures. Methods From March 2017 to March 2019, 94 patients simultaneously underwent LAL, SAL, and thread lifting. Ancillary procedures such as BoNTA injections, hyaluronic acid filler injections, and removal of the buccal fat pad (BFP) were selectively performed according to the patient's condition. Results Patients rated their postoperative satisfaction as very satisfied, satisfied, dissatisfied, or very dissatisfied. Approximately 83% of all respondents were satisfied with the results, whereas the remaining respondents had complaints regarding the outcomes. The most common reasons for dissatisfaction were a longer-than-expected recovery time and undercorrection, and the most severe complaint was skin depression as a result of overcorrection. Conclusions Our method of simultaneously performing LAL, SAL, and thread lifting, while adding BoNTA, filler injections, and BFP removal as needed, was capable of producing consistent and reliable aesthetic outcomes for the lower face.

Acute viral lower respiratory tract infections in children (소아 급성 바이러스 하기도염)

  • Park, Joon Soo
    • Clinical and Experimental Pediatrics
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    • v.52 no.3
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    • pp.269-276
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    • 2009
  • Viruses are the most common cause of lower respiratory tract infections (LRTIs) in infants and young children and are a major public health problem in this age group. Viruses were identified in 54.9-70.4% of hospitalized infants and children with LRTIs in Korea. The viral pathogens identified included respiratory syncytial virus (RSV) A and RSV B, influenza (Inf) A, Inf B, parainfluenza (PIV)1, PIV2, human bocavirus (hBoV), human rhinovirus (hRV), adenovirus (ADV), human metapneumovirus (hMPV), human coronavirus (hCoV)-OC 43, hCoV-229E, hCoV-NL63, hCoV-HKU1, and human enterovirus (hEV). Coinfections with ${\geq}$2 viruses were observed in 11.5-22.8% of children. The occurrence of LRTIs was the highest in the first year of life. The specific viruses are frequently associated with specific clinical syndromes of LRTIs. LRTIs caused by RSV were predominant among younger infants. hRV accounted for a larger proportion of LRTIs in young infants than ADV and hBoV. hMPV was frequently detected in children >24 months old. The number of hMPV infections peaked between February and May, whereas hRV was detected throughout the year. Thus far, hCoV is a less common respiratory pathogen in cases of ALRI and URI in Korean children.

A one case of hwa-byung patient showed similar symptoms of schizophreniform disorder. (전광(癲狂) 유사 증상을 나타낸 화병(火病) 환자 치험 1례)

  • Yang, Dong-Ho;Kim, Bo-Ra-Mi;Kim, Bo-Kyung
    • Journal of Oriental Neuropsychiatry
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    • v.17 no.3
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    • pp.143-155
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    • 2006
  • Hwa-byung is said as a Korean folk syndrome in DSM- N,and that is translated into ,Anger syndrome', In Oriental Medicine, Hwa-Byung is related with clonic emotional-stress, and include symptoms having the character of 'fire', In this case, the patient had symptoms similar with schizopmenifonn disorder, We treated the patient with Sihoukan-tang, Ssanghwa-tang and Ziunkoron. And her condition was improved through these oriental medical treatment.

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Studies on the Cultivation Trial of Coptis japonica $M_{AKINO}$ in Korea and Its Berberine Contents (일황연(日黃連)의 시험재배(試驗栽培)와 Berberine 함량(含量)에 관(關)한 연구(硏究))

  • Yoon, Won-Yong;Lee, Yong-Joo;Park, Chae-Joo
    • Korean Journal of Pharmacognosy
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    • v.9 no.4
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    • pp.177-180
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    • 1978
  • In oriental medicine, Coptis japonica $M_{AKINO}$ (Ranunculaceae) has been known as bitter stomachics. This plant originally grows wild and has been cultivated in Japan but not in Korea. However, a few years ago, some workers have been trying to cultivate this plant in Korea and have made much progress. Therefore, this . study was made for the purpose of conforming possibility in cultivation of Coptis japonica $M_{AKINO}$ in Korea. The results were as follows: 1) Berberine contents of rhizomes are much more than of K.P.. Difference in contents between Eu Jeon Bu $(4.88{\pm}0.77%)$ and Bo Seong area $(3.62{\pm}0.50%)$ is significant (p<0.05). 2) Berberine contents of fibrous roots of Eu jeong Bu $(0.97{\pm}0.28%)$ area was similar to that of Gang Nam $(0.93{\pm}0.21%)$, Yang Pyung area $(0.91{\pm}0.14%)$ but only contents of Bo Seong area $(0.74{\pm}0.25%)$ is less than that of other area and it's difference is not significant. 3) It was considered that the cultivation of Coptis japonica $M_{AKINO}$ in Korea is possible considering the cultivation results and berberine contents, and also more moderate than south region.

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Image Classification Using Bag of Visual Words and Visual Saliency Model (이미지 단어집과 관심영역 자동추출을 사용한 이미지 분류)

  • Jang, Hyunwoong;Cho, Soosun
    • KIPS Transactions on Software and Data Engineering
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    • v.3 no.12
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    • pp.547-552
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    • 2014
  • As social multimedia sites are getting popular such as Flickr and Facebook, the amount of image information has been increasing very fast. So there have been many studies for accurate social image retrieval. Some of them were web image classification using semantic relations of image tags and BoVW(Bag of Visual Words). In this paper, we propose a method to detect salient region in images using GBVS(Graph Based Visual Saliency) model which can eliminate less important region like a background. First, We construct BoVW based on SIFT algorithm from the database of the preliminary retrieved images with semantically related tags. Second, detect salient region in test images using GBVS model. The result of image classification showed higher accuracy than the previous research. Therefore we expect that our method can classify a variety of images more accurately.

A Study on Sasulsijo by Lee Jeon-Eo (이정보 애정류 사설시조의 구조 고찰 - 성적 내용을 다룬 세 작품을 대상으로 -)

  • Kim Sung-Meon
    • Sijohaknonchong
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    • v.21
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    • pp.271-284
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    • 2004
  • 'Haedonggayo(해동가요)' has 82 sijo poems written by Lee, Jeong bo, including his 20 saslsijo. In this paper, 3 saslsijo are analyzed. Their themes are 'performing a sexual act', 'sensual appetites', 'temptation'. Result from analyzing these 3 saslsijo was compared to other saslsijo. The purpose of this comparison is to comfirm the characteristics of his three works. Four consequences are obtained. First. materials of these three works are not just arranged in a row but set systemically. Second, designed meaning is showed concretely. Third, these three works have everything that is needed to represent designed meaning. Forth, designed maeaning has fixed form.

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School-based Health Promotion Program for Prevention of Cardiovascular Disease: Healthy Life for School-Aged Children

  • Choi, Bo-Yul
    • Korean Journal of Health Education and Promotion
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    • v.3 no.1
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    • pp.21-37
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    • 2001
  • Over the past few decades, dramatic socioeconomic developments have resulted in the change of epidemiological transition from infectious to chronic diseases as leading causes of death in Korea$^{1)}$ . Behavioral factors, particularly smoking, diet and activity patterns, alcohol consumptions are among the most prominent contributors to mortality.(omitted)

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