• Title/Summary/Keyword: ML techniques

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The Comparison of the Effects of Two Anaesthetic Techniques on Postoperative Nausea and Vomiting in Patients Undergoing Laparoscopic Cholecystectomy (복강경하 담낭절제술환자에서의 마취방법에 따른 수술 후 오심과 구토의 비교)

  • Seo, Yun Ju;Park, Hyo Seon;Yang, In Sun
    • Journal of Korean Clinical Nursing Research
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    • v.15 no.2
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    • pp.67-75
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    • 2009
  • Purpose: Postoperative nausea and vomiting(PONV) is a common problem after general anesthesia. The aim of this prospective, double-blind randomized study was to compare the effect of Propofol-Remifentanil vs. Sevoflurane inhalational anesthetics on PONV after laparoscopic cholecystectomy. Methods: Forty patients (ASA physical status 1, 2) scheduled for elective surgery participated in the study. Twenty of them received total intravenous anesthesia (TIVA group) with Propofol-Remifentanil, and the rest were given Sevoflurane inhalational anesthetics (inhalation group). The TIVA group was induced with Propofol 5mcg/ml and Remifentanil 3~4mcg/ml. The anesthesia was maintained with the continuous infusion of Propofol 2~3mcg/ml and Remifentanil 2~3mcg/ml IV. The inhalation group was induced with Pentotal Sodium 5mg/kg and 3~4mcg/kg/hr IV Remifentanil. Maintenance was obtained with 1.5~2.0 vol% Sevoflurane. Results: The subjects in TIVA group reported less PONV than those in Sevoflurane inhalation anesthesia group. Conclusion: Propofol-Remifentanil anesthesia (TIVA group) was considered a satisfactory anesthetic technique in reducing PONV in patients with laparoscopic cholecystectomy.

Machine learning-based techniques to facilitate the production of stone nano powder-reinforced manufactured-sand concrete

  • Zanyu Huang;Qiuyue Han;Adil Hussein Mohammed;Arsalan Mahmoodzadeh;Nejib Ghazouani;Shtwai Alsubai;Abed Alanazi;Abdullah Alqahtani
    • Advances in nano research
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    • v.15 no.6
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    • pp.533-539
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    • 2023
  • This study aims to examine four machine learning (ML)-based models for their potential to estimate the splitting tensile strength (STS) of manufactured sand concrete (MSC). The ML models were trained and tested based on 310 experimental data points. Stone nanopowder content (SNPC), curing age (CA), and water-to-cement (W/C) ratio were also studied for their impacts on the STS of MSC. According to the results, the support vector regression (SVR) model had the highest correlation with experimental data. Still, all of the optimized ML models showed promise in estimating the STS of MSC. Both ML and laboratory results showed that MSC with 10% SNPC improved the STS of MSC.

A Comprehensive Literature Study on Precision Agriculture: Tools and Techniques

  • Bh., Prashanthi;A.V. Praveen, Krishna;Ch. Mallikarjuna, Rao
    • International Journal of Computer Science & Network Security
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    • v.22 no.12
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    • pp.229-238
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    • 2022
  • Due to digitization, data has become a tsunami in almost every data-driven business sector. The information wave has been greatly boosted by man-to-machine (M2M) digital data management. An explosion in the use of ICT for farm management has pushed technical solutions into rural areas and benefited farmers and customers alike. This study discusses the benefits and possible pitfalls of using information and communication technology (ICT) in conventional farming. Information technology (IT), the Internet of Things (IoT), and robotics are discussed, along with the roles of Machine learning (ML), Artificial intelligence (AI), and sensors in farming. Drones are also being studied for crop surveillance and yield optimization management. Global and state-of-the-art Internet of Things (IoT) agricultural platforms are emphasized when relevant. This article analyse the most current publications pertaining to precision agriculture using ML and AI techniques. This study further details about current and future developments in AI and identify existing and prospective research concerns in AI for agriculture based on this thorough extensive literature evaluation.

A Study on Mastitis Infection Rate and Investigation of Milk Contamination Level by Measuring the Bacteria and Somatic Cell Counts in Gyunggi Area (京畿一圓 乳牛의 乳房炎 感染率과 原乳의 細菌 및 體細胞數 測定에 따른 乳質 汚染度에 관한 연구)

  • Eu, Byung Woo
    • Journal of Environmental Health Sciences
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    • v.11 no.2
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    • pp.41-54
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    • 1985
  • This study was conducted for the improvement of milk quality and milk hygiene in public health point of view. Investigation of mastiris infection rate, isolation and identification of causative microorganisms in CMT positive milk, investigation of milk contamination level by measuring the bacteria and soma tic cell counts and investigation of dairy management in farms were performed on 1.605 quarters milk of 434 cows of 20 dairy farms in Gyunggi-area from September 1983 to March 1984. The results were summarized as follows 1. Sixteen (3.7%) of 434 cows were found to be infected with clinical mastiris. 234 (53.9%) of 434 cows and 608(37.9%) of 1, 605 quarters were found to be infected with subclinical mastiris. 2. The causative microorganisms isolated were Staphylococcus aureus (38.3%), Staphylococcus epidermidis(21.0%), Micrococci(13.6%), Streptococcus spp. (12.3%), E. coli (7.4%), Fungus & Yeast (1.6%) and others (5.8%). 3. Total numbers of bacteria were $9.2{\times}10^6$ to $1.21{\times}10^7/ml$(av. $1.805{\times} 10^7/ml$), numbers of coliform bacteria were $4.1{\times} 10^5$ to $9.4{\times} 10^5$/ml(av. $7.05{\times} 10^5$/ml) and somatic cell counts were $4.8{\times} 10^5$ to $1.52{\times} 10^6$ cells/ml (av. $9.5{\times} 10^5$cells/ml) in bulk milk. 4. As comparing with CMT score of +, ++ and +++, somatic cell counts were $3.4{\times} 10^5$ to $1.64{\times} 10^6$ cells/ml (av. $6.41{\times} 10^5$cells/ml), $5.4{\times} 10^5$ to $2.75{\times} 10^6$ cells/ml(av. $1.762{\times} 10^6$cells/ml) and $1.97{\times} 10^6$ to $9.75{\times} 10^6$ cells/ml(av. $7.781{\times} 10^6$cells/ml), respectively. 5. In investigation on dairy management, performance of dry cow therapy, teat dipping after milking, disinfection of milking machine at every milking, replacement of milk liner within 6months and opportunity of acquirement for the mastiris control techniques by dairy education were 65%, 40%, 45%, 55% and 50% in 20 dairy farms, respectively.

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Antioxidative Activity of Cornus officianalis Extracts Obtained by Four Different Extraction Techniques (산수유 추출방법에 따른 항산화 기능 분석)

  • Park, Eun-Bi;Kim, Hye-Sun;Shin, So-Yun;Ji, In-Ae;Kim, Ji-Hyun;Kim, Sung-Goo;Yoo, Byung Hong;Kim, Byung-Woo;Kwak, Inseok;Kim, Moon-Moo;Chung, Kyung Tae
    • Journal of Life Science
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    • v.22 no.11
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    • pp.1507-1514
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    • 2012
  • Oxidative stress leads to damage in all components of the cell, including proteins, lipids, and DNA due to imbalance between reactive oxygen species production and cellular detoxification. Phytochemicals are well-known to contain antioxidants, and their physiological role has been intensively studied. The fruit of Cornus officianalis has been used in oriental medicine and has been reported to have many functions. In this study, four different extraction techniques were applied to extract functional components from the fruit of Cornus officianalis, and the content of loganin, which is an antioxidant having DPPH radical and hydrogen peroxide scavenging activity and reducing power, was analyzed in each extract. Extraction techniques employed in this study were heat extraction by water, 70% ethanol extraction, enzyme treatment, and combination of enzyme treatment and heat extraction by water. All extracts contained 11.8-18.0 mg/g loganin and showed antioxidation function assayed by measuring DPPH radical and hydrogen peroxide scavenging activity and reducing power. Among them, heat extraction was the most effective technique, showing a maximum amount of loganin (18.0 mg/g) and antioxidative activity at 100 mg/ml concentration. Each extract showed very low cytotoxicity up to at 500 mg/ml but 10-20% cytotoxicity at 1,000 mg/ml by in vitro MTT assay.

Production of Kids from In vitro Fertilized Goat Embryos and Their Parentage Assessment Using Microsatellite Markers

  • Malakar, D.;Das, S.K.;Mukesh, M.;Sodhi, M.;Goswami, S.L.
    • Asian-Australasian Journal of Animal Sciences
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    • v.20 no.6
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    • pp.842-849
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    • 2007
  • The purpose of the present study was to produce live offspring from in vitro fertilized goat embryos. Oocytes were collected from abattoir ovaries and kept in oocyte collection medium. Oocytes were washed 4-5 times with maturation medium containing medium-199 with 5 ${\mu}g/ml$ FSH, 100 ${\mu}g/ml$ LH, 1 ${\mu}g/ml$ estradiol-$17{\beta}$ 50 ${\mu}g/ml$ gentamycin, 10% inactivated estrus goat serum, and 3% BSA (fatty acid free). Oocytes were placed in 100 ${\mu}l$ drops of maturation medium containing granulosa cell monolayer and incubated in a 5% $CO_2$ incubator at $38.5^{\circ}C$ for 27 h. For capacitation of spermatozoa fresh semen was processed and mixed in 3 ml fertilization TALP medium containing 50 ${\mu}g/ml$ heparin and kept in the above incubator for 2 h. The capacitated spermatozoa were coincubated with matured oocytes for fertilization. Cleaved embryos were separated and cultured in embryo development medium with oviductal cells and 494 embryos were produced. Recipient goats were synchronized with two injections of 15 mg $PGF_{{2}{\alpha}}$/goat 10 days apart. Eighty early stage embryos were transferred into the uterotubal junction of 14 surrogate mothers using laparoscopy techniques. One recipient delivered twin kids, whereas another two recipients each.delivered a single kid The parentage of these kids was evaluated using highly polymorphic co-dominant microsatellites markers. From the present study, it was concluded that live goat kids can be produced from in vitro matured and fertilized goat embryos, to the best of our knowledge for the first time in India.

Studies on the plasma progesterone concentrations for pregnancy diagnosis in Che-ju native mare (제주재래마(濟州在來馬)의 혈중(血中) progesterone농도측정(濃度測定)에 의한 임신진단(姙娠診斷)에 관한 연구(硏究))

  • Chang, Deuk-Jee;Yang, Ki-Chun;Kim, Jung-Kye;Kang, Byong-Kyu;Choi, Han-Sun;Son, Chang-Ho
    • Korean Journal of Veterinary Research
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    • v.31 no.4
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    • pp.529-534
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    • 1991
  • Plasma progesterone concentrations were measured from 97 Che-ju native mares throughout the estrous cycle, Day 20 to 23, 5 to7 months of pregnancy, and gestation period (<1 to 7 months) using the radioimmunoassay techniques for pregnancy diagnosis. Plasma progesterone concentrations during the estrous cycle were the lowest (<1.0ng/ml) at estrus, remained high from 9 to 18 days (3.7~7.6ng/ml) and drastically decreased thereafter to reach minimal concentrations at the next estrus. Plasma progesterone concentrations at Day 21 to 24 were a significantly different between in pregnant mares (>5.7ng/ml) and in non-pregnant mares (<1.0ng/ml). The accuracy of the pregnancy diagnosis based on plasma progesterone concentrations at Day 20 to 23 was 86.7% for positive and 100% for negative, whereas on 5 to 7 months was 66.7% for positive and 71.0% for negative, respectively. Plasma progesterone concentrations during the gestation period(1 to 7 months) increased after 1 month of pregnancy, with peak concentrations(>8.0ng/ml) occurring between 60 to 100 days of pregnancy, and decreased below 1.7ng/ml after 6 months of pregnancy.

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Lignocellulolytic Enzymes Production by Four Wild Filamentous Fungi for Olive Stones Valorization: Comparing Three Fermentation Regimens

  • Soukaina Arif;Hasna Nait M'Barek;Boris Bekaert;Mohamed Ben Aziz;Mohammed Diouri;Geert Haesaert;Hassan Hajjaj
    • Journal of Microbiology and Biotechnology
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    • v.34 no.5
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    • pp.1017-1028
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    • 2024
  • Lignocellulolytic enzymes play a crucial role in efficiently converting lignocellulose into valuable platform molecules in various industries. However, they are limited by their production yields, costs, and stability. Consequently, their production by producers adapted to local environments and the choice of low-cost raw materials can address these limitations. Due to the large amounts of olive stones (OS) generated in Morocco which are still undervalued, Penicillium crustosum, Fusarium nygamai, Trichoderma capillare, and Aspergillus calidoustus, are cultivated under different fermentation techniques using this by-product as a local lignocellulosic substrate. Based on a multilevel factorial design, their potential to produce lignocellulolytic enzymes during 15 days of dark incubation was evaluated. The results revealed that P. crustosum expressed a maximum total cellulase activity of 10.9 IU/ml under sequential fermentation (SF) and 3.6 IU/ml of β-glucosidase activity under submerged fermentation (SmF). F. nygamai recorded the best laccase activity of 9 IU/ml under solid-state fermentation (SSF). Unlike T. capillare, SF was the inducive culture for the former activity with 7.6 IU/ml. A. calidoustus produced, respectively, 1,009 ㎍/ml of proteins and 11.5 IU/ml of endoglucanase activity as the best results achieved. Optimum cellulase production took place after the 5th day under SF, while ligninases occurred between the 9th and the 11th days under SSF. This study reports for the first time the lignocellulolytic activities of F. nygamai and A. calidoustus. Furthermore, it underlines the potential of the four fungi as biomass decomposers for environmentally-friendly applications, emphasizing the efficiency of OS as an inducing substrate for enzyme production.

Cryptosporidium Oocyst Detection in Water Samples: Floatation Technique Enhanced with Immunofluorescence Is as Effective as Immunomagnetic Separation Method

  • Koompapong, Khuanchai;Sutthikornchai, Chantira;Sukthana, Yowalark
    • Parasites, Hosts and Diseases
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    • v.47 no.4
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    • pp.353-357
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    • 2009
  • Cryptosporidium can cause gastrointestinal diseases worldwide, consequently posing public health problems and economic burden. Effective techniques for detecting contaminated oocysts in water are important to prevent and control the contamination. Immunomagnetic separation (IMS) method has been widely employed recently due to its efficiency, but, it is costly. Sucrose floatation technique is generally used for separating organisms by using their different specific gravity. It is effective and cheap but time consuming as well as requiring highly skilled personnel. Water turbidity and parasite load in water sample are additional factors affecting to the recovery rate of those 2 methods. We compared the efficiency of IMS and sucrose floatation methods to recover the spiked Cryptosporidium oocysts in various turbidity water samples. Cryptosporidium oocysts concentration at 1, $10^1$, $10^2$, and $10^3$ per $10{\mu}l$ were spiked into 3 sets of 10 ml-water turbidity (5, 50, and 500 NTU). The recovery rate of the 2 methods was not different. Oocyst load at the concentration < $10^2$ per 10 ml yielded unreliable results. Water turbidity at 500 NTU decreased the recovery rate of both techniques. The combination of sucrose floatation and immunofluorescense assay techniques (SF-FA) showed higher recovery rate than IMS and immunofluorescense assay (IMS-FA). We used this SF-FA to detect Cryptosporidium and Giardia from the river water samples and found 9 and 19 out of 30 (30% and 63.3%) positive, respectively. Our results favored sucrose floatation technique enhanced with immunofluorescense assay for detecting contaminated protozoa in water samples in general laboratories and in the real practical setting.

Comparison of in vitro Antimicrobial Activities of Tc-99m Infecton and Ciprofloxacin (Tc-99m Infecton과 Ciprofloxacin의 생체외 항균력 비교)

  • Kim, Sung-Min;Bom, Hee-Seung;Song, Ho-Chun;Jeong, Hwan-Jeong;Kim, Ji-Yeul;Shin, Jong-Hee
    • The Korean Journal of Nuclear Medicine
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    • v.35 no.1
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    • pp.75-80
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    • 2001
  • Purpose: There was little evidence that Tc-99m labeled ciprofloxacin (Infecton) located inside of bacteria. Antimicrobial activity of Infecton could be an indirect evidence of its location. We compared in vitro antimicrobial activities of Infecton and ciprofloxacin. Materials and methods: Minimum inhibitory concentration (MIC) and minimum bactericidal concentration (MBC) of Infecton and ciprofloxacin against three standard strains of bacteria, Staphylococcus aureus ATCC 29213, Escherichia coli ATCC 25922 and Pseudomonas aeruginosa ATCC 27853 were measured using modified broth macrodilution techniques and pour plate methods, respectively. Data were expressed as mean${\pm}$SE (range). Results: MICs of Infecton and ciprofloxacin were $1.12{\pm}0.20\;(0.8{\sim}1.6){\mu}g/ml\;and\;0.35{\pm}0.04\;(0.2{\sim}0.4){\mu}g/ml$ for S. aureus, $0.03{\pm}0.005\;(0.025{\sim}0.05){\mu}g/ml\;and\;0.011{\pm}0.001\;(0.006{\sim}0.012){\mu}g/ml$ for E. coil, and $0.96{\pm}0.16\;(0.8{\sim}1.6){\mu}g/ml)\;and\;0.56{\pm}0.098\;(0.4{\sim}0.8){\mu}g/ml$ for P. aeruginosa, respectively. MBCs of Infecton and ciprofloxacin were $2.56{\pm}0.39\;(1.6{\sim}3.2){\mu}g/ml\;and\;0.88{\pm}0.2\;(0.4{\sim}1.6){\mu}g/ml$ for S. aureus, $0.04{\pm}0.05\;(0.025{\pm}0.05){\mu}g/ml\;and\;0.02{\pm}0.01\;(0.025{\sim}0.05)\;{\sim}g/ml$ for E coli, and $2.24{\pm}0.39\;(1.6{\sim}3.2){\mu}g/ml\;and\;1.44{\pm}0.16\;(0.8{\sim}1.6){\mu}g/ml$ for P. aeruginosa, respectively. Conclusion: Although both MICs and UBCs of Infecton were higher than those of ciprofloxacin, all three standard bacterial strains were sensitive to Infecton. It could be an indirect evidence that Tc-99m Infecton be a specific imaging agent for bacterial infection.

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