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A Best Effort Classification Model For Sars-Cov-2 Carriers Using Random Forest

  • Mallick, Shrabani;Verma, Ashish Kumar;Kushwaha, Dharmender Singh
    • International Journal of Computer Science & Network Security
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    • v.21 no.1
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    • pp.27-33
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    • 2021
  • The whole world now is dealing with Coronavirus, and it has turned to be one of the most widespread and long-lived pandemics of our times. Reports reveal that the infectious disease has taken toll of the almost 80% of the world's population. Amidst a lot of research going on with regards to the prediction on growth and transmission through Symptomatic carriers of the virus, it can't be ignored that pre-symptomatic and asymptomatic carriers also play a crucial role in spreading the reach of the virus. Classification Algorithm has been widely used to classify different types of COVID-19 carriers ranging from simple feature-based classification to Convolutional Neural Networks (CNNs). This research paper aims to present a novel technique using a Random Forest Machine learning algorithm with hyper-parameter tuning to classify different types COVID-19-carriers such that these carriers can be accurately characterized and hence dealt timely to contain the spread of the virus. The main idea for selecting Random Forest is that it works on the powerful concept of "the wisdom of crowd" which produces ensemble prediction. The results are quite convincing and the model records an accuracy score of 99.72 %. The results have been compared with the same dataset being subjected to K-Nearest Neighbour, logistic regression, support vector machine (SVM), and Decision Tree algorithms where the accuracy score has been recorded as 78.58%, 70.11%, 70.385,99% respectively, thus establishing the concreteness and suitability of our approach.

Infestation and Related Ecology of Chigger Mites on the Asian House Rat (Rattus tanezumi) in Yunnan Province, Southwest China

  • Ding, Fan;Jiang, Wen-Li;Guo, Xian-Guo;Fan, Rong;Zhao, Cheng-Fu;Zhang, Zhi-Wei;Mao, Ke-Yu;Xiang, Rong
    • Parasites, Hosts and Diseases
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    • v.59 no.4
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    • pp.377-392
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    • 2021
  • This paper is to illustrate the infestation and related ecological characteristics of chigger mites on the Asian house rat (Rattus tanezumi). A total of 17,221 chigger mites were collected from 2,761 R. tanezumi rats, and then identified as 131 species and 19 genera in 2 families. Leptotrombidium deliense, the most powerful vector of scrub typhus in China, was the first major dominant species on R. tanezumi. All the dominant mite species were of an aggregated distribution among different individuals of R. tanezumi. The species composition and infestations of chiggers on R. tanezumi varied along different geographical regions, habitats and altitudes. The species-abundance distribution of the chigger mite community was successfully fitted and the theoretical curve equation was ${\hat{S}}(R)={37e^{-(0.28R)}}^2$. The total chigger species on R. tanezumi were estimated to be 199 species or 234 species, and this further suggested that R. tanezumi has a great potential to harbor abundant species of chigger mites. The results of the species-plot relationship indicated that the chig-ger mite community on R. tanezumi in Yunnan was an uneven community with very high heterogeneity. Wide geographi-cal regions with large host samples are recommended in the investigations of chigger mites.

Evaluation of Removal Efficiency in Emission Pollutants by Air Pollution Prevention Facilities from Meat Grilled Restaurants - Focus on the Electrostatic Precipitator - (직화구이 음식점 방지시설의 오염물질 저감 효과 평가 - 전기집진방식을 중심으로 -)

  • Seo, Jang-Won;Kim, Young-Il;Lee, Hee-Sun;Kim, Ji-Hun;Kim, Young-Doo;Shin, Jin-Ho
    • Particle and aerosol research
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    • v.17 no.4
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    • pp.115-123
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    • 2021
  • The emission gas from meat grilled restaurants has unpleasant odor and sticky particulate matters (PM) in form of oil mist. This affects the residents living nearby. In oder to decrease the odor and PM, electrostatic precipitators (ESP) were installed at several restaurants by support of Seoul metropolitan government and emission characteristics of PM and odor were investigated. The removal efficiency of odor and PM at before- and after-ESP was that total hydrocarbon (THC), NH3, H2S, acetaldehyde, butyraldehyde were not much decreased. Total suspended particles (TSP) emitted from the vent was below the value of 7 mg/m3 regardless of the concentration of before-ESP and removal efficiency was in the range of 64 ~ 86%. The ratio of PM1.0 to PM10 of emission gas was over 0.9. So it was revealed that most PM of emission gas was PM1.0. The PM concentration in the air of the street near the vent was higher than another street due to the emission gas and the PM of indoor air of restaurant grilling meats was measured very high compared to outdoor air. So it needs more powerful ventilation of indoor air.

Bioactivity of Metabolites from Actinomycetes Isolates from Red Sea, Egypt

  • Osman, Mohamed E.;El-nasr, Amany A. Abo;Hussein, Hagar M;Hamed, Moaz M
    • Microbiology and Biotechnology Letters
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    • v.50 no.2
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    • pp.255-269
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    • 2022
  • Actinomycetes isolated from marine habitats represent a promising source of bioactive substances. Here, we report on the isolation, identification, productivity enhancement and application of the bioactive compounds of Streptomyces qinglanensis H4. Eighteen marine actinomycetes were isolated and tested for resistance to seven bacterial diseases. Using 16S rRNA sequencing analysis (GenBank accession number MW563772), the most powerful isolate was identified as S. qinglanensis. Although the strain produced active compound(s) against a number of Gram-negative and Gram-positive bacteria, it failed to inhibit pathogenic fungi. The obtained inhibition zones were 22.0 ± 1.5, 20.0 ± 1, 16.0 ± 1, 12.0 ± 1, 22.0 ± 1 and 24.0 ± 1 mm against Bacillus subtilis ATCC 6633, Escherichia coli ATCC 19404, Enterococcus faecalis ATCC 29212, Pseudomonas aeruginosa ATCC 9027, Candida albicans ATCC 10231 and Staphylococcus aureus ATCC6538, respectively. To maximize bioactive compound synthesis, the Plackett-Burman design was used. The productivity increased up to 0.93-fold, when S. qinglanensis was grown in optimized medium composed of: (g/l) starch 30; KNO3 0.5; K2HPO4 0.25; MgSO4 0.25; FeSO4·7H2O, 0.01; sea water concentration (%) 100; pH 8.0, and an incubation period of 9 days. Moreover, the anticancer activity of S. qinglanensis was tested against two different cell lines: HepG2 and CACO. The inhibition activities were 42.96 and 57.14%, respectively. Our findings suggest that the marine S. qinglanensis strain, which grows well on tailored medium, might be a source of bioactive substances for healthcare companies.

A Study of K-Pop Girl Group's Graduation System through the Application of the Scapegoat Mechanism - Focusing on <9 Muses of Star Empire> - (희생양 메커니즘 적용을 통한 케이팝 걸그룹의 졸업제도 연구 - <9 Muses of Star Empire>를 중심으로 -)

  • Lee, Hark-Joon;Kim, Jeong-Hwan
    • Journal of Korea Entertainment Industry Association
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    • v.14 no.2
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    • pp.63-71
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    • 2020
  • K-Pop is powerful. Once considered to be at the periphery of global music scene, it is now reaching the whole world. Not surprisingly, the media, domestic and foreign, have scrambled to unlock the secrets of K-Pop's phenomenal growth. In doing so, they have not failed to highlight the underside of its success, such as cut-throat competition among idol-group members and the programmed member replacement by their agencies. One of the most notable characteristics in this process is called, in their business jargon, 'the graduation system'. This paper attempts to explicate this management practice unique to K-pop industry. To do so, this paper draws on Rene Girard's work on desires, particularly his notion of mimesis, violence and the scapegoat mechanism. Based on a documentary film, interactive online sites and a monograph that have chronicled how the K-pop girl group <9 Muses> have 'graduated' during their debut process, this paper applies, as its main analytical tool, the scapegoat mechanism and attempts to explore on its basis what 'the system' entails for the K-pop industry in general and the actors working within it in particular.

Effects of Empowerment, Infection Control Organizational Culture and Infection Control Awareness on Performance among Nurses in Long-Term Care Hospitals (요양병원 간호사의 임파워먼트, 감염관리 조직문화, 감염관리 인지도가 감염관리 수행도에 미치는 영향)

  • Yun, Bo Kyeong;Lee, Hyun Ju
    • Journal of Korean Clinical Nursing Research
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    • v.28 no.2
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    • pp.146-156
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    • 2022
  • Purpose: The purpose of this study was to examine the influence of empowerment, infection control organizational culture, and infection control awareness on infection control performance among nurses in long-term care hospitals. Methods: A descriptive survey study was conducted with 125 nurses as subjects who had been working for at least six months in four long-term care hospitals located in Busan metropolitan city and Gyeongsangnam-do Province. Data were collected from September 30 to October 28, 2021 and analyzed using t-test, one-way ANOVA, Pearson's correlation coefficients, and stepwise multiple regression with SPSS/WIN 26.0. Results: The results showed that infection control performance had significant correlations with empowerment (r=.36, p<.001), infection control organizational culture (r=.51, p<.001), and infection control awareness (r=.75, p<.001). Multiple regression analysis for infection control performance revealed that the most powerful predictor was infection control awareness (β=.70, p<.001). Empowerment, infection control awareness and awareness of infection control guidelines explained approximately 60.0% of the variance in infection control performance. Conclusion: Findings indicated that various factors are related to the infection control performance among nurses in long-term care hospital. Based on the results of this study, further development and application of the programs to enhance empowerment and infection control awareness are needed in order to improve the infection control performance of nurses in long-term care hospitals.

Present and Prospect of Ocean Observation Using Pressure-recording Inverted Echo Sounder (PIES) (압력측정 전도음향측심기(PIES)를 활용한 해양관측의 현재와 전망)

  • CHANHYUNG JEON;KANG-NYEONG LEE;HAJIN SONG;JEONG-YEOB CHAE;JAE-HUN PARK
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.28 no.1
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    • pp.51-61
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    • 2023
  • Sound can travel a long distance in the ocean; hence, acoustic instruments have been widely used for ocean observations in various fields such as bathymetric survey, object detection, underwater communication, and current measurements. Herein we introduce a pressure-recording inverted echo sounder (PIES) which is one of the most powerful instruments, moored at seafloor for ocean observation in physical oceanography. The PIES can measure various kinds of oceanic phenomena (currents, mesoscale eddies, internal waves, and sea surface height variabilities) and support acoustic telemetry and pop-up data shuttle (PDS) system for remote data acquisition. In this paper, we review uses of PIES and describe present and prospective system of PIES including remote data acquisition toward (quasi) real-time data recovery.

Directed Evolution of Soluble α-1,2-Fucosyltransferase Using Kanamycin Resistance Protein as a Phenotypic Reporter for Efficient Production of 2'-Fucosyllactose

  • Jonghyeok Shin;Seungjoo Kim;Wonbeom Park;Kyoung Chan Jin;Sun-Ki Kim;Dae-Hyuk Kweon
    • Journal of Microbiology and Biotechnology
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    • v.32 no.11
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    • pp.1471-1478
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    • 2022
  • 2'-Fucosyllactose (2'-FL), the most abundant fucosylated oligosaccharide in human milk, has multiple beneficial effects on human health. However, its biosynthesis by metabolically engineered Escherichia coli is often hampered owing to the insolubility and instability of α-1,2-fucosyltransferase (the rate-limiting enzyme). In this study, we aimed to enhance 2'-FL production by increasing the expression of soluble α-1,2-fucosyltransferase from Helicobacter pylori (FucT2). Because structural information regarding FucT2 has not been unveiled, we decided to improve the expression of soluble FucT2 in E. coli via directed evolution using a protein solubility biosensor that links protein solubility to antimicrobial resistance. For such a system to be viable, the activity of kanamycin resistance protein (KanR) should be dependent on FucT2 solubility. KanR was fused to the C-terminus of mutant libraries of FucT2, which were generated using a combination of error-prone PCR and DNA shuffling. Notably, one round of the directed evolution process, which consisted of mutant library generation and selection based on kanamycin resistance, resulted in a significant increase in the expression level of soluble FucT2. As a result, a batch fermentation with the ΔL M15 pBCGW strain, expressing the FucT2 mutant (F#1-5) isolated from the first round of the directed evolution process, resulted in the production of 0.31 g/l 2'-FL with a yield of 0.22 g 2'-FL/g lactose, showing 1.72- and 1.51-fold increase in the titer and yield, respectively, compared to those of the control strain. The simple and powerful method developed in this study could be applied to enhance the solubility of other unstable enzymes.

Effect of Fertilization Rates on Growth, Root Yield and Essential Oil Composition in Korean Valerian (Valeriana fauriei var. dasycarpa Hara) (한국산 쥐오줌풀의 생육, 수량 및 정유성분 조성에 미치는 시비량의 영향)

  • Cho, Chang-Hwan;Han, Ouk-Kyu;Choi, Young-Hyun;Yun, Seung-Gil
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.42 no.6
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    • pp.814-820
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    • 1997
  • This study was conducted to establish standard fertilization rates for the cultivation of Korean valerian(Valeriana fauriei var. dasycarpa Hara) which is useful for medicinal and aromatic resources. Nitrogen, phosphate and potassium were treated with four application levels, 0, 6, 9, 12kg per 10a, and the growth characteristics, root yield and essential oil compositions of valerian were measured. The growth and root yield of valerian were the highest in the rate of 9kg per 10a for nitrogen, phosphate and potassium, respectively. Nitrogen had the most powerful effective followed by potassium and phosphate. The contents and compositions of essential oil also varied with the amount of fertilization. The contents of the essential oil was the highest in the application level of 9kg per 10a for nitrogen, phosphate and potassium, respectively. The essential oil compositions were affected by the fertilization rate.

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