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Artificial Intelligence to forecast new nurse turnover rates in hospital (인공지능을 이용한 신규간호사 이직률 예측)

  • Choi, Ju-Hee;Park, Hye-Kyung;Park, Ji-Eun;Lee, Chang-Min;Choi, Byung-Gwan
    • Journal of the Korea Convergence Society
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    • v.9 no.9
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    • pp.431-440
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    • 2018
  • In this study, authors predicted probability of resignation of newly employed nurses using TensorFlow, an open source software library for numerical computation and machine learning developed by Google, and suggested strategic human resources management plan. Data of 1,018 nurses who resigned between 2010 and 2017 in single university hospital were collected. After the order of data were randomly shuffled, 80% of total data were used for machine leaning and the remaining data were used for testing purpose. We utilized multiple neural network with one input layer, one output layer and 3 hidden layers. The machine-learning algorithm correctly predicted for 88.7% of resignation of nursing staff with in one year of employment and 79.8% of that within 3 years of employment. Most of resigned nurses were in their late 20s and 30s. Leading causes of resignation were marriage, childbirth, childcare and personal affairs. However, the most common cause of resignation of nursing staff with in one year of employment were maladaptation to the work and problems in interpersonal relationship.

Thermal Rearrangement of 1,1-Disubstituted 2-Vinylcyclopropanes to 4,4-Disubstituted Cyclopentenes (두 치환체를 가진 비닐시클로프로판의 시클로펜텐으로의 열적자리 옮김반응)

  • Iwhan Cho;Kwang-Duk Ahn
    • Journal of the Korean Chemical Society
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    • v.22 no.3
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    • pp.158-163
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    • 1978
  • The four 1,1-disubstituted 2-vinylcyclopropanes, 1,1-diphenyl-2-vinylcyclopropane (1a), 1,1-dicyano-2-vinylcyclopropane(1b), ethyl 1-cyano-2-vinylcyclopropanecarboxylate(1c), and diethyl 2-vinylcyclopropane-1,1-dicarboxylate(1d) rearranged below $300{\circ}C$ to the corresponding 4,4-disubstituted cyclopentenes, 4,4-diphenylcyclopentene(2a), 3-cyclopentene-1,1-dicarboxylate(2d). Diphenpyl derivative 1a rearranged almost quantitatively to 4,4-diphenylcyclopentene(2a) at the temperature of $250{\circ}C$. Although dicyano derivative 1b in solution underwent the thermal rearrangement at rather low temperature of $170{\circ}C$, the other vinylcyclopropanes, 1c and 1d, in solution rearranged thermally above $220{\circ}C$. In the thermal reaction of 1b, 1c, and 1d considerable amounts of polymers 3 were also produced. Also detected product was the ring-opened diene, ethyl 2-cyano-2,4-hexadienoate(4), in case of the pyrolysis of 1c. The observed facile rearrangement of disubstituted vinylcyclopropanes was explained by the radical stabilization effect of substituents on the diradical intermediates 5.

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Tritium Distribution in Leachates from Domestic Solid Waste Landfills (생활폐기물 매립장 침출수의 삼중수소 분포)

  • Park, Soon Dal;Kim, Jung Suk;Joe, Kih Soo;Kim, Jong Gu;Kim, Won Ho
    • Analytical Science and Technology
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    • v.17 no.3
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    • pp.251-262
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    • 2004
  • It is for the purpose of investigating the tritium distribution in the leachates, the raw and treated leachates and the condensates of the methane gas, which have occurred from domestic solid waste landfills. Also it aims to measure the tritium distribution level on the colloid size of the leachates, the raw and treated leachates. It was found that the major inorganic contaminants of the leachates were Na, K, Ca, Mg, $NH{_4}^+$-N and $Cl^-$. The mean tritium level of the raw leachates of the investigated 13 landfill sites for 6 months was 17 ~ 1196 TU. It corresponded to a several scores or hundreds of magnitude higher value than that of the normal environmental sample level except for two landfill sites. Also such a high concentration of the tritium was found in the treated leachates and methane gas condensates as well. Nevertheless it is important to emphasize that the tritium level which was found in this research is about 100 times lower than the tritium limit for the drinking water quality. And most of the tritium existed in the dissolved colloid of the leachate of which the colloid size is below $0.45{\mu}m$. Also, according to the tritium analysis results of the leachates after filtration with $0.45{\mu}m$ membrane filter for some landfills, it is likely that some tritium of the leachate would be distributed in a colloid size over $0.45{\mu}m$. In general the relationship between the tritium and other contaminants in the raw leachate was low, but it was relatively high between the tritium and TOC. However, the tritium content in the leachate had no meaningful relationship with the scale, hydrological characteristics and age of the landfill.

Correlation between Visceral Adipose Tissue and Stagnation of the Liver Qi (gan-yu, 肝鬱) in Korean Perimenopausal Women (한국 갱년기 여성의 간울과 내장비만의 상관성)

  • Hwang, Mi-Ja;Chung, Seok-Hee;Hwang, Deok-Sang;Song, Mi-Yeon
    • Journal of Korean Medicine Rehabilitation
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    • v.18 no.2
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    • pp.143-156
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    • 2008
  • 목적 : 갱년기 여성은 내장비만의 위험이 높으며 또한 심리적 변화를 겪는 시기이다. 갱년기 여성의 복부지방, 내장지방, 피하지방 및 이와 관련된 단순비만지표, 간울증, 스트레스, 우울, 자존감 등을 조사하여 갱년기 건강의 위협이 되는 신체 심리 인자를 알아보고자 이 연구를 시행하였다. 방법 : 병원공고를 통해 체질량지수 $23kg/m^2$ 이상 비흡연자인 만 45세 이상 55세 이하의 폐경 전후의 갱년기 여성 환자를 모집하여 2007년 8월 20일부터 24일까지 47명이 모집되었으며 이중 체질량지수 $25kg/m^2$ 이상이면서 복부 전산화 단층촬영 상 내장지방이 $100cm^2$ 이상인 20명의 단순비만지표, 체성분검사, 혈액검사, 복부 전산화 단층촬영 및 한방비만변증 (간울) 및 스트레스, 우울, 자존감 설문검사 결과의 상관성을 분석하였다. 본 연구는 경희대학교 동서신의학병원의 임상연구심사위원회의 승인을 받았다. 결과 : 1. 갱년기 비만여성에서 복부지방 면적, 피하지방 면적은 체질량지수, 체지방률, 허리둘레/신장비 등의 단순비만지표와 유의한 상관성을 보인 반면 (p < 0.01), 내장지방 면적은 단순비만지표와 상관성을 보이지 않았다. 2. 내장지방 면적은 사회 재적응 평가척도 (${\gamma}=0.577$, p < 0.01)와 유의한 상관성이 있었고, 선형회귀분석에서 유의한 결과를 나타냈다. $VAT(cm^2)=116.1+0.101{\times}(SRRS\;score)$ (${\gamma}^2=0.332$) 3. 피하지방은 식이태도 점수와, 총복부지방은 식이태도 점수 및 갱년기지수 중 혈관운동증상과 상관성이 있었다. 4. 간울증은 스트레스 반응척도, 우울지수, 갱년기지수 및 그 하부항목 중 혈관운동, 정신, 운동, 소화, 전신증상과 양의 상관성을, 자존감척도와는 음의 상관성을 나타냈으며, 내장지방과 직접적인 상관성을 보이지 않았다. 결론 : 간울증은 높은 스트레스, 우울, 갱년기 증상 및 낮은 자존감과 관련되는 것으로 나타났다. 폐경전후 비만여성에서 내장지방 면적은 간울증과 유의한 상관성을 보이지 않았으나, 생활 스트레스 사건이 많을수록 높아지는 것으로 나타나 갱년기 여성 내장비만에서 스트레스에 대한 대처가 중요할 것으로 사료된다. 추후 임상적 연계성 및 설문 보완에 대한 연구가 필요하리라 생각된다.

Measuring Circuit Design of RI-Gauge for Compaction Control (성토시공관리용 방사성 동위원소 이용계기의 측정회로설계)

  • Kil, Gyung-Suk;Song, Jae-Yong;Kim, Ki-Joon;Whang, Joo-Ho;Song, Jung-Ho
    • Journal of Sensor Science and Technology
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    • v.6 no.5
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    • pp.385-391
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    • 1997
  • An objection of this study is to develop a measuring circuit of a gauge using radioisotope for compaction control. The gauge developed in this study makes use of radioisotope with the activity exempted from domestic atomic law and consists of measuring circuits for gamma-rays and thermal neutrons, a high voltage supply unit, and a microprocessor. To obtain meaningful numbers of pulse counts, parallel five and two circuits are provided for gamma-rays and thermal neutrons, respectively. Being simple in electrical characteristics of G-M detector for gamma-rays, pulses are counted through only a shaping circuit. Very small pulses generated from He- 3 proportional detector for thermal neutrons are amplified to the maximum of 50 [dB] and a window comparator accepts only pulses with meaning. To minimize effects of natural environmental radiation and electrical noise, circuits are electrostatically shielded and pulses made by ripples are eliminated by taking frequency of high voltage supplied to the circuit and pulse height of ripples into consideration. One-chip microprocessor is applied to process various counts, results are stored and the gauage is made capable to communicate with PC. Enough and meaningful numbers of pulses are counted with the prototype gauage for compaction control.

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Can Random Reward Item Usage Predict the Internet Gaming Disorder Tendency? (확률형 아이템 이용은 인터넷 게임 과몰입을 예측하는가?)

  • Lee, Soo Jin;Jeon, Yong June;Chae, Han
    • The Journal of the Korea Contents Association
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    • v.22 no.6
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    • pp.439-452
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    • 2022
  • This study aimed to explore the relationships between random item usage and gaming disorder tendency. A total of 413 adults participated and demographic and psychosocial variables were collected using Cloninger's Temperament and Character Inventory, Cognitive Emotion Regulation Questionnaire, and Daily Hassles Scale for Korean Worker. The results are as follows. First, two-third of gamers used the random item games and women are more engaged than men in random item games. Second, there were significant differences of gaming disorder tendency, game use time, and game use money (both for general and random item) depending on the item use type. Third, predictors of gaming disorder tendency were found as game use money (general), game use time, maladaptive emotion regulation, stress, novelty seeking, and stress using multiple regression analysis. Proper intervention for gaming disorder tendency and the need of further research were discussed.

Effect of Crab Shell on Shelf-life Enhancement of Kimchi (게껍질의 김치보존성 향상효과)

  • 김순동;김미향;김일두
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.25 no.6
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    • pp.907-914
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    • 1996
  • To enhance the shelf-life and quality of baechu kimchi, the effects of CSP(crab shell powder) addition to kimchi was investigated. Overall qualities were deteriorated by fish odor, chewiness of particles, sharp pH increase at the early fermentation stage; therefore in order to solve these problems kimchi fermentation was carried out with kimchi containing 1, 3, 5% CSPB for salted baech weight at $10^{\circ}C$ for 300ays. Quality of kimchi was evalutated by the measurement of pH, acidity, colour L, a, and b value, the number of microbe and lactic acid bacteria, texture. Ten highly trained panelists were involved in the sensory evaluation. During the entire fermentation periods, pH, hardness, colour L, a and b value, the number of lactic acid bacteria of kimchi with CSPB were higher than those of control, but acidity was lower. Sensory quality showed that sour taste of control at 15-day fermentation was already strong. However, sour taste, crispness taste, and overall taste of kimchi with CSPB untill 20-day fermentation were good. Especially, overall taste of kimchi containing 3% CSPB at 30-day fermentation was good, but that of kimchi containing 5% showed fish odor from the early periods of fermentation.

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Clinical Evaluation of Mycoplasma pneumoniae Antibody Titer and Laboratory Tests in Acute Mycoplasma pneumoniae Pneumonia (급성기 Mycoplasma 폐렴의 항체가와 검사소견에 관한 고찰)

  • Lee, Eun Hee;Lee, So Ra;Kim, Hwa In;Kim, Jong Duck
    • Pediatric Infection and Vaccine
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    • v.6 no.1
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    • pp.93-100
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    • 1999
  • Purpose : For evaluation of acute Mycoplasma pneumoniae(M. pneumoniae) pneumonia in children, we have studied the Mycoplasma indirect particle agglutination test, cold hemagglutinin test, ESR, CRP, and total white blood cell counts and it's differential count retrospectively. Methods : The total numbers of patients whom compatible with diagnostic criteria of acute M. pneumoniae peumonia were 56 cases from Jan. to Dec. 1997. The diagnostic criteria were 1) onset of fever(${\geq}38.0^{\circ}C$) and coughing were within 7 days, 2) rhonchi and/or role was audible on chest, 3) pneumonic infiltration on chest X-ray, and 4) M. pneumoniae indirect particle agglutination test titer was higher than 1:640, or initial titer was less than 1:640 but increased more than 4 folds after week. We classified the enrolled patients according to initial antibody titer, such as soup A(${\leq}1:640$) and group B(${\geq}1:320$). We compared group A and B by demographic findings, clinical symptoms and signs, and laboratory findings. Results : 1) The male and female sex ratio was 1:1.4, and average onset age was $5.8{\pm}2.96$ years. 2) The average body temperature on admission was $38.5{\pm}0.1^{\circ}C$ and productive coughing was noticed in 52 cases(93%). 3) The average total white cell counts were $10,470{\pm}877.0/mm^3$ in group B patients, which was significantly higher compared to $7,761{\pm}508.5/mm^3$ in group A(p<0.014). 4) The average value of ESR and CRP were within normal range in both group. 5) The most common site of pneumonic infiltration was right lower lobe of lung in both groups. 6) There were no correlation between antibody titer and cold hemagglutinine titer in patients and cold hemagglutination titer were less than 1:64 in 25 cases(45%). Conclusion : The clinical manifestations of pneumonia, findings of chest x-ray, and indirect particle agglutination test were useful on diagnosis of M. pneumoniae pnumonia onset within 7 days, but cold hemagglutinin test was a little diagnostic meaning.

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Fixed Dose Regimen of Heparin Administration with Activated Coagulation Time During Cardiopulmonary Bypass (심폐바이패스시 활성응고시간을 이용한 헤파린 고정용량법)

  • 김원곤;박성식
    • Journal of Chest Surgery
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    • v.31 no.9
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    • pp.867-872
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    • 1998
  • Background: The fixed dose regimen with activated coagulation time(ACT) is the most commonly employed method for determining the required dosage of heparin and protamine during cardiopulmonary bypass(CPB). Material and Method: We performed a prospective study on a fixed dose regimen for analyzing adequate dosages of heparin and protamine, the incidence of heparin resistance and heparin-induced thrombocyt openia, factors affecting ACT during CPB, and changes of ACT during aprotinin usage. 300 units/kg of heparin were administered to patients, and ACTs were measured after 5 mins. ACTs were checked at 10 mins and 30 mins after the onset of CPB, and then at 30 min intervals thereafter. If the measured ACT was under 400 secs, we added 100 units/kg of heparin. The heparin was reversed with 1 mg of protamine for each 100 units administered. If the measured ACT was longer than 130 secs 30 mins after protamine administration or if there was definitive evidence of a coagulation defect, we administered a further 0.5 mg/kg of protamine. Result: We studied 80 patients(50 adults and 30 children) who underwent open heart surgery(OHS) at Seoul National University Hospital. Preoperative ACT was 114.3${\pm}$19.3 secs in adults, and 119.5${\pm}$18.2 secs in children. There were no differences in preoperative ACT due to age, body weight, body surface area, or sex. The preoperative ACT was not influenced by a positive past history of OHS. Ten adults(20%) and 3 pediatric patients(10%) needed additional doses of heparin to maintain the ACT above 400 secs. Additional protamine administration was needed in 9 adults(18%) and 10 children(33%). Heparin resistance was found in only two adults. Heparin-induced thrombocytopenia was detected in 2 adults and 1 child. During CPB, ACT was prolonged. 12 adult patients received a low dose of aprotinin and showed longer celite activated ACT compared to the control group.The kaolin activated ACT showed a lower tendency than the celite activated ACT in aprotinin users. Conclusion: In conclusion, fixed dose regimen of heparin and protamine can be used without significant problems, but the incidence of need of additional dosage remains unsatisfactory.

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Monthly HPLC Measurements of Pigments from an Intertidal Sediment of Geunso Bay Highlighting Variations of Biomass, Community Composition and Photo-physiology of Microphytobenthos (HPLC를 이용한 근소만 조간대 퇴적물내의 저서미세조류 현존량, 군집 및 광생리의 월 변화 분석)

  • KIM, EUN YOUNG;AN, SUNG MIN;CHOI, DONG HAN;LEE, HOWON;NOH, JAE HOON
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.24 no.1
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    • pp.1-17
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    • 2019
  • In this study, the surveys were carried out from October (2016) to October (2017) along the tidal flat of Geunso Bay, Taean Peninsula of the western edge of Korea. The sampling trips were carried out for a total of 16 times, once or twice a month. In order to investigate the monthly variation of the microphytobenthos (MPB) biomass, community composition and photo-physiology were analyzed by HPLC (High performance liquid chromatography). The total chlorophyll a (TChl a) concentrations used as an indicator of biomass of MPB in the upper 1 cm sediment layer ranged from 40.4 to $218.9mg\;m^{-2}$ throughout the sampling period. TChl a concentrations showed the maximum level on $24^{th}$ of February and remained high throughout March after which it started to declined. The biomass of MPB showed high values in winter and low values in summer. The monthly variations of Phaeophorbide a concentrations suggested that the low grazing intensity of the predator in the winter may have partly attributed to the MPB winter blooming. As a result of monthly variations of the MPB community composition using the major marker pigments, the concentrations of fucoxanthin, the marker pigment of benthic diatoms, were the highest throughout the year. The concentrations of most of the marker pigments except for chlorophyll b (chlorophytes) and peridinin (dinoflagellates) increased in winter. However, the concentrations of fucoxanthin increased the highest, and the relative ratios of the major marker pigments to TChl a except fucoxanthin decreased during the same period. The vertical distribution of Chl a and oxygen concentrations in the sediments using a fluorometer and an oxygen micro-optode Chl a concentrations decreased with oxygen concentrations with increasing depth of the sediment layers. Moreover, this tendency became more apparent in winter. The Chl a was uniformly vertical down to 12 mm from May to July, but the oxygen concentration distribution in May decreased sharply below 1 mm. The increase in phaeophorbide a concentration observed at this time is likely to be caused by increased oxygen consumption of zoobenthic grazing activities. This could be presumed that MPB cells are transported downward by bioturbation of zoobenthos. The relative ratios (DT/(DD+DT)) obtained with diadinoxanthin (DD) and diatoxanthin (DT), which are often used as indicators of photo-adaptation of MPB, decreased from October to March and increased in May. This indicated that there were monthly differences in activity of Xanthophyll cycle as well.