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Evaluation of Transfer Learning in Gastroscopy Image Classification using Convolutional Neual Network (합성곱 신경망을 활용한 위내시경 이미지 분류에서 전이학습의 효용성 평가)

  • Park, Sung Jin;Kim, Young Jae;Park, Dong Kyun;Chung, Jun Won;Kim, Kwang Gi
    • Journal of Biomedical Engineering Research
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    • v.39 no.5
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    • pp.213-219
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    • 2018
  • Stomach cancer is the most diagnosed cancer in Korea. When gastric cancer is detected early, the 5-year survival rate is as high as 90%. Gastroscopy is a very useful method for early diagnosis. But the false negative rate of gastric cancer in the gastroscopy was 4.6~25.8% due to the subjective judgment of the physician. Recently, the image classification performance of the image recognition field has been advanced by the convolutional neural network. Convolutional neural networks perform well when diverse and sufficient amounts of data are supported. However, medical data is not easy to access and it is difficult to gather enough high-quality data that includes expert annotations. So This paper evaluates the efficacy of transfer learning in gastroscopy classification and diagnosis. We obtained 787 endoscopic images of gastric endoscopy at Gil Medical Center, Gachon University. The number of normal images was 200, and the number of abnormal images was 587. The image size was reconstructed and normalized. In the case of the ResNet50 structure, the classification accuracy before and after applying the transfer learning was improved from 0.9 to 0.947, and the AUC was also improved from 0.94 to 0.98. In the case of the InceptionV3 structure, the classification accuracy before and after applying the transfer learning was improved from 0.862 to 0.924, and the AUC was also improved from 0.89 to 0.97. In the case of the VGG16 structure, the classification accuracy before and after applying the transfer learning was improved from 0.87 to 0.938, and the AUC was also improved from 0.89 to 0.98. The difference in the performance of the CNN model before and after transfer learning was statistically significant when confirmed by T-test (p < 0.05). As a result, transfer learning is judged to be an effective method of medical data that is difficult to collect good quality data.

Development and Validation of a Predictive Model for Listeria monocytogenes Scott A as a Function of Temperature, pH, and Commercial Mixture of Potassium Lactate and Sodium Diacetate

  • Abou-Zeid, Khaled A.;Oscar, Thomas P.;Schwarz, Jurgen G.;Hashem, Fawzy M.;Whiting, Richard C.;Yoon, Kisun
    • Journal of Microbiology and Biotechnology
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    • v.19 no.7
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    • pp.718-726
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    • 2009
  • The objective of this study was to develop and validate secondary models that can predict growth parameters of L. monocytogenes Scott A as a function of concentrations (0-3%) of a commercial potassium lactate (PL) and sodium diacetate (SDA) mixture, pH (5.5-7.0), and temperature (4-37DC). A total of 120 growth curves were fitted to the Baranyi primary model that directly estimates lag time (LT) and specific growth rate (SGR). The effects of the variables on L. monocytogenes Scott A growth kinetics were modeled by response surface analysis using quadratic and cubic polynomial models of the natural logarithm transformation of both LT and SGR. Model performance was evaluated with dependent data and independent data using the prediction bias ($B_f$) and accuracy factors ($A_f$) as well as the acceptable prediction zone method [percentage of relative errors (%RE)]. Comparison of predicted versus observed values of SGR indicated that the cubic model fits better than the quadratic model, particularly at 4 and $10^{\circ}C$. The $B_f$and $A_f$for independent SGR were 1.00 and 1.08 for the cubic model and 1.08 and 1.16 for the quadratic model, respectively. For cubic and quadratic models, the %REs for the independent SGR data were 92.6 and 85.7, respectively. Both quadratic and cubic polynomial models for SGR and LT provided acceptable predictions of L. monocytogenes Scott A growth in the matrix of conditions described in the present study. Model performance can be more accurately evaluated with $B_f$and $A_f$and % RE together.

A study on the measures to use Gunnam flood control reservoir through a reservoir simulation model (저수지 모의 모형을 통한 군남홍수조절지의 활용방안에 관한 연구)

  • Yang, Wonseok;Ahn, Jaehwang;Yi, Jaeeung
    • Journal of Korea Water Resources Association
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    • v.50 no.6
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    • pp.407-418
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    • 2017
  • Due to geographical features of being close to DPRK (Democratic People's Republic of Korea), the Imjin River basin has difficulties in hydrological observation, and is vulnerable to unexpected flood occurrence. As a countermeasure, Gunnam Flood Control Reservoir construction was planned in 2005. Despite such a structural measure, damages by DPRK's illegal release continues to occur. Futhermore the Imjin River's flow has been decreased due to the effect of continuous drought in the Korean Peninsula since 2012 and DPRK's unilateral storage of water. A new operation method is derived for the Gunnam Flood Control Reservoir in order to cope with drought damages on the Imjin River basin and to ensure efficient response time upon flooding. The operation method maintaining Gunnam Flood Control Reservoir's water level by raising from EL.23.0 m to EL.31.0 m during the flood season for securing reservoir capacity enables to secure additional $14,000,000m^3$ water compared to the existing operation methods. The operation method to store inflow by controlling release to $250m^3/s$ in the early stage of flood has increased 2.66% on average in terms of detention effect of reservoir compared to the existing operation methods. The method enables to secure 19 hours to prepare flood compared to the existing methods.

Literature review on maternal-fetal interaction (모-태아 상호작용에 대한 문헌고찰)

  • Cho, Kyeul-Ja;Kim, Jung-Soon
    • Korean Parent-Child Health Journal
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    • v.3 no.2
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    • pp.49-66
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    • 2000
  • Pregnancy is a task of creation in which a women mobilizes her self and the resources available to her in the generation of a new person. Through the pregnancy, a mother has formed the new human relationship with a fetus. Maternal-fetal relationship is considered one of mechanism making the relationship of mother and child. It is important to well-being of mother and fetus, too. The earliest interaction between a mother and her child is during prenatal period. Maternal-fetal dyad is unique and perceived interactions with the fetus make the pregnancy real for the mother. Maternal behavior is "instinctive" and is formed in early childhood by copy of the mother. But, Rubin argues that this behavior is an open intellectual system rather than a prepackaged bundle of traits. There is openness to new learning and a high value placed on knowing which occurs with silent organization in thought. Thus, nurses and other health professionals provide prenatal care that optimally is part of the environment in which the maternal-fetal dyad develops. Thus it is appropriate for nurses to increases their understanding of the dyad and to explore ways to enhance its development. This study focusses on the interaction ability and response of fetus, and the maternal-fetal interaction. The research of fetal responses that involve physiological changes and motor movement have been shown to coccur to both external sensory stimuli and to maternal emotional states. The fetus does also have sensory capacity to be aware of some maternal behaviors, and the motor ability to respond in a way the mother can notice. Thus, very rudimentary interactions appear to be possible. Maternal awareness of fetal activity was supported by several studies. More interesting to the present study are description of maternal-fetal interaction and the finding that there appear to be levels of sensitivity to the fetus involved in maternal-fetal interactions. First, recognition comes that the fetus is separate from the maternal self. Next, the fetus engages in. Lastly, the parent may describe active interaction with the fetus, believing that mother and fetus are communicating on a meaningful level. Several interventions, developed to promote more active interaction between mother and fetus, have been reviewed. In general, the parents were taught to stimulate the fetus and to notice the fetus' responses. This type of intervention might increase the mother's sensitivity to her unborn baby, and she may have a head start toward learning how to res pond sensitivity to the newborn infant. Research In the area of maternal-fetal interaction is scarce. Sensitive behavior is construed as an appropriate and timely response to a signal of need from another person, but no such signal of need can be claimed regarding the fetus. The highest level of maternal-fetal interaction, therefore, might be based more on maternal representations of the imagined fetus than on factual evidence of fetal participation.

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CYTOCOMPATIBILITY OF THERMALLY OXIDIZED TI-AG ALLOYS (열산화 처리된 Ti-Ag 합금의 세포적합성)

  • Kim, Ho-Joong;Oh, Keun-Taek;Ee, Zi-Whan;Kim, Kyoung-Nam;Han, Dong-Hoo
    • The Journal of Korean Academy of Prosthodontics
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    • v.42 no.4
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    • pp.333-343
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    • 2004
  • Statement of problem: In its preceding work, change in surface characteristics were investigated in consideration that both microtopograpy and macroscopic configuration of implants surface are two of the most important factors, in that they can construct agreeable environment by raising surface energy, to affect osseointegration and biocompatibility explained by cell proliferation. Purpose: This study focused on examining cytocompatibility of dental implants materials Ti-Ag alloys, of which mechanical and electrochemical superiority to cp-Ti or Ti6Al4V were verified, in comparison with that of cp-Ti, and Ti6Al4V. Materials and methods: In this regard, MTT tests for L-929, the fibroblast connective tissues and cell proliferation tests for osteoprogenitor cells, MC3T3-E1 were performed on cp-Ti, Ti6Al4V, and Ti-Ag alloys following thermal oxidation according to appropriate heat treatment temperature(untreated, 400, 600, $800^{\circ}C$) and heat treatment duration(untreated, 0.5, 1, 4 hr). Results: The MTT tests on fibroblasts L-929 resulted in cell viability of over 90% in all experimental group entities, where, especially, the 100% of the viability for Ti-Ag alloys specimens accounted for the slightest adverse effect of ions release from those alloys on the cell. In MC3T3-E1 proliferation tests, the population of cells in the experimental group was roughly increased as experimentation proceeded, after two to four days. Proliferation showed highest viability for most of specimens, including Ti2.0Ag, treated at $600^{\circ}C$. Conclusion: In conclusion, it is the heat treatment temperature, not the duration that has considerable effects on thermal oxidation of specimens. Ti-Ag alloys treated at $600^{\circ}C$ proved to have the best surface morphology as well as cytocompatibility when compared with Ti or Ti6Al4V for short-term biocompatibility tests.

In Vitro and In Vivo Agreement of Microwave Radio-Thermometer and Needle Probe Thermometer During Therapeutic Ultrasound (초음파 가열 시 In Vitro 및 In Vivo에서 Microwave Radio-Thermometer와 탐침온도계의 일치도)

  • Lee, Su-Young;Cho, Sang-Hyun;Yi, Chung-Hwi;Kim, Jong-Man
    • Physical Therapy Korea
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    • v.10 no.1
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    • pp.15-27
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    • 2003
  • Therapeutic ultrasound is commonly applied for deep heating in physical therapy setting. However, it is difficult to determine the exact application dosage and to confirm the immediate heating effect. Microwave Radio-Thermometer (MRT) can measure the temperature by the electromagnetic energy in the microwave region of the object that emits above absolute zero temperature. MRT was used for early diagnosis of breast cancer since it was not harmful, non-invasive, and non-ionizing to the human body. The purposes of this study were to investigate how accurately 1.1 GHz RTM (RES Ltd. Russia) measures the change of average temperature in the tissue, and to determine the depth of temperature change measurement. Therapeutic ultrasound was applied (continuous wave for 5 minutes, 1 MHz, intensity of 1.5 $W/cm^2$ [in vitro] and 1.0 $W/cm^2$ [in vivo]) in four different conditions: (1) 30 cases of in vitro specimen of pork, (2) 30 cases of in vitro specimen of pork ankle joint, (3) 10 cases of in vivo canine thigh, and (4) 30 cases of in vivo human body. Intraclass Correlation Coeffients (ICC[3,1]) between average needle probe thermometer below surface and MRT temperature was revealed as followed: (1) Before ultrasound application ICCs ranges above .8 in specimen of pork (15 mm underneath the skin) and above .82 in specimen of pork ankle joint (10~30 mm underneath the skin). (2) After ultrasound application ICCs ranges above .7 in both specimens of pork and pork ankle joint. (3) Before ultrasound application ICCs ranges above .8 in canine thigh (20 mm underneath the skin). (4) After ultrasound application ICCs ranges above .82 in canine thigh. The temperature of the human body increased significantly with the mean of $15^{\circ}C$ in muscle tissue and with the mean of $3.5^{\circ}C$ in joint (p<.00). It was revealed that the average depth of temperature measurement of the tissue by MRT was in between 10 and 35 mm, and determined that the proper temperature measurement band was $36.5{\sim}37.0^{\circ}C$.

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Growth pf Plug Seedlings of Capsicum annuum and Lycopersicum esculentum as Affected by the Mixing Ratio of Aquafarm Waste Water Sludge in the Growing Medium (담수양어장 슬러지의 배지내 혼합비율이 고추(Capsicum annuum)와 토마토(Lycopersicum esculentum) 공정묘의 생장에 미치는 영향)

  • Lee, Eun-Ju;Hwang, Seung-Jae;Kim, Ik-Joon;Park, Young-Hoon;Jeong, Byoung-Ryong
    • Journal of Bio-Environment Control
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    • v.12 no.4
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    • pp.184-189
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    • 2003
  • This research was conducted to determine the effect of mixing ratio of aquafarm waste water sludge (AWWS) in the growing medium as a source of fertilizers on growth of plug seedlings of pepper (Capsicum annuum L.) and tomato (Lycopersicum esculentum Mill.). Increased mixing ratio of AWWS resulted in increased fresh and dry weights, leaf area, plant height, and total chlorophyll content, although there were slight differences in growth characteristics at 20 and 40 days after sowing. Concentration of AWWS affected insignificantly the percent dry matter, number of leaves, and length of the longest root. The addition of AWWS increased pH and decreased EC in the medium as compared to that of chemical fertilizer. Compared to the control of a liquid fertilizer, 4 or 8 kg AWWS${\cdot}45L^{-1}$ medium (Sludge 4) gave a similar or slightly better growth. Above results suggested that addition of about 4 kg AWWS${\cdot}45L^{-1}$medium is sufficient for seedling growth and the AWWS can be used as a substitute for the liquid fertilizer in plug seedling production.

The Perception on Alternative Therapy of Adults in Some Areas (일부 지역 성인의 대체요법에 대한 인식도)

  • Gim, Nan-Hee;Hong, Seong-Gyun
    • Journal of the Korean Society of Radiology
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    • v.1 no.2
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    • pp.37-53
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    • 2007
  • This study is carried in the goal to investigate the individual awareness rate about alternative therapy among the unspecified persons and their experience of using it, and to promote the diffusion of alternative therapy. The questionnaire research for this study has been conducted among 300 unspecified persons who live in some areas. The following is figured out in this study: 1. To the question of knowledge grade about alternative therapies, 44.4% of respondents answer they 'know a little.' 2. Regarding the experience of using alternative therapies, 22.6% of respondents answer 'Yes.' This rate is very low, the reason of it can be perceived that the names of categories in alternative therapies has not been showed to them and they don't have pre-knowledge about it. 3. The 166 persons of 248 reply that they use alternative therapies. This rate indicate their recognition of categories of alternative therapies, and the gap of the question of experience and using nowadays is interpreted to result from the gap of the pre-knowledge. 4. Regarding the field of the alternative therapies that the respondents want to learn, the first field the male respondents choose is acupuncture(41 persons, Res in needle, bloodletting, etc.), and the female respondents choose acupuncture firstly(20 persons). Therefore the learning courses of alternative therapies are more effective when the preference of men and women is considered. Consequently, both the research about the given kinds of alternative therapies with demonstration of their medical effect and the systematic promotion and education about alternative therapy is considered to be needed.

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On the Circumorbital Bone of the Cyprinid Fishes in Korea (한국산 잉어과(Cyprinidae) 어류의 안와환부골(眼窩環部骨)에 대하여)

  • Nam, Myung-Mo;Yang, Hong-Jun
    • Korean Journal of Ichthyology
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    • v.10 no.1
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    • pp.128-138
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    • 1998
  • Comparative studies on the morphological characters of the circumorbital bone were made in order to investigate the phylogenetic relationships of the family Cyprinidae. In this paper, forty four species from Korea and three species of Gobiobotia and Saurogobio dabryi from China were studied. Pungtungia herzi, Pseudopungtungia nigra and Pseudopungtungia tenuicorpus were similar in morphological structure on points of the first infraorbital elongated. In Hemibarbus, the base portion of the opened sensor canal was transformed into a lateral plate in the infraorbital. Microphysogobio was characteristic in that the infraorbital series were large, and had close relationship with Pseudogobio esocinus and Saurogobio dabryi. Gobiobotia were reduced to a bony canal with dermal bone. Culter brevicauda had a short supraorbital. Cyprininae were characterized by larger fourth and fifth infraorbitals. Leuciscinae were divided into two groups: Moroco and Zacco. The former includes Phoxinus phoxinus, Moroco oxycephalus and Moroco kumgangensis, and the latter includes Zacco platypus, Zacco temmincki and Opsariichthys bidens. Moroco group was distinguished from Zacco group in points of having a short supraorbital and a elongated the first infraorbital.

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Fish Community Structure in the Yonggang River, Nakdong River System, Korea (낙동강수계 영강의 어류군집구조)

  • Chae, Byung-Soo;Nam, Myung-Mo;Yang, Hong-Jun
    • Korean Journal of Ichthyology
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    • v.10 no.1
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    • pp.67-76
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    • 1998
  • The ichthyofauna and the structure of fish community were surveyed from April to November 1997 at eighteen stations in the Yonggang river which is a first tributary located at the middle reach of the Nakdong river system. During the surveyed period, 32 species belonging to ten families were collected. Of them cyprinid fish occupied 53.1% (17 species) and cobitid fish 15.6% (5 species). Thirteen species (40.6%) were known as Korean endemic species. Dominant species were Zacco temmincki (32.78%) and Moroco oxycephalus (15.10%). Zacco platypus, Pungtungia herzi. Niwaella multifasciata, and Odontobutis platycephala were common species. Rare species which occupied less than 0.1% of total individuals were Lampetra reissneri, Pseudorasbora parva, Squalidus chankaensis tsuchigae, Microphysogobio koreensis, Gobiobitia naktongensis, Cobitis rotundicaudata, Nemacheilus toni, Silurus asotus, Silurus microdorsalis, Siniperca scherzeri, and Oreochromis niloticus. A tendancy were shown in regional distribution that Moroco oxycephalus dominated in upper stream, Zacco temmincki and Moroco oxycephalus in mid - upper stream, Zacco temmincki and Niwaella multifasciata in mid - lower stream, and Zacco platypus and microphysogobioid fishes in lower stream. St. 11 which located in mid- reach of Yongam stream and St. 15 and 18 which located in main stream had the most stable and diverse community structure, but St. 1, 5, and 7 were unstable and the simplest community structure.

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