• Title/Summary/Keyword: negative transfer

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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.

Study on Freezability of In Vitro-Matured Bovine Follicular Oocytes (체외성숙 소 난포란의 동결성에 관한 연구)

  • Kim, S.;Chung, Y. C.;Kim, C. K.;Yoon, J. T.;Lee, J. W.
    • Journal of Embryo Transfer
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    • v.10 no.3
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    • pp.219-227
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    • 1995
  • This study was investigated to test in vitro-maturation rate of bovine follicular oocytes freezability of in vitro-matured bovine follicular oocytes with different stock solution in Glycerol and Propanediol, freezability of in vitro-rnatured bovine follicular oocytes on cryoprotectants, the viability of in vitro-rnatured bovine follicular oocytes by morphologically normal and FDA staining method. 1. The maturation rates of bovine follicular oocytes classified as grade A, B and C was 88, 63 and 21%, respectively. 2. Freezability of in vitro-matured bovine follicular oocytes on stock solution, TCM-199+5% FCS and m-PBS + 5% FCS was 61%(n=105), 48%(n=62) in $_1$M Glycerol and freeability of in vitro-matured bovine follicular oocytes on stock solution, TCM-199 +5% FCS and m-PBS + 5% FCS was 68%(n=112), 42%(n=57) in 1~2 Propanediol. The results indicate that freezability of in vitro-matured bovine follicular oocytes with different stock solution is important. 3. Freezability of in vitro-matured bovine follicular oocytes on cryoprotectants was Glycerol and PROH was 56%(n=167), 57%(n=169). The results indicate that PROH was superior to Glycerol. 4. The rates of morphologically normal IVM oocytes after thawing of cryopreserved oocytes with Glycerol and PROH were 39%(n=$_1$8), 65%(n=39), respectively. The results indicate that PROH was superior to Glycerol. 5. The fluorescent light intensity after thawing of cryopreserved oocytes classified with Positive, Partial-I, Partial-II, Negative with Glycerol and PROH. The results of FDA-positive 24%, 42%, Partial-I 17%, 10%, Partial- H 20%, 12%, FDA-negative 39%, 37%, and Partial-I, II, respectively.

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Identification of a Technique Optimized for the Isolation of Spermatogonial Stem Cells from Mouse Testes

  • Han, Na Rae;Park, Hye Jin;Lee, Hyun;Yun, Jung Im;Choi, Kimyung;Lee, Eunsong;Lee, Seung Tae
    • Journal of Embryo Transfer
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    • v.33 no.4
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    • pp.327-336
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    • 2018
  • To date, there are no protocols optimized to the effective separation of spermatogonial stem cells (SSCs) from testicular cells derived from mouse testes, thus hindering studies based on mouse SSCs. In this study, we aimed to determine the most efficient purification method for the isolation of SSCs from mouse testes among previously described techniques. Isolation of SSCs from testicular cells derived from mouse testes was conducted using four different techniques: differential plating (DP), magnetic-activated cell sorting (MACS) post-DP, MACS, and positive and negative selection double MACS. DP was performed for 1, 2, 4, 8, or 16 h, and MACS was performed using EpCAM ($MACS^{EpCAM}$), Thy1 ($MACS^{Thy1}$), or GFR ${\alpha}1$ ($MACS^{GFR{\alpha}1}$) antibodies. The purification efficiency of each method was analyzed by measuring the percentage of cells that stained positively for alkaline phosphatase. DP for 8 h, $MACS^{Thy1}$ post-DP for 8 h, $MACS^{GFR{\alpha}1}$, positive selection double $MACS^{GFR{\alpha}1/EpCAM}$, and negative selection double $MACS^{GFR{\alpha}1/{\alpha}-SMA}$ were identified as the optimal protocols for isolation of SSCs from mouse testicular cells. Comparison of the purification efficiencies of the optimized isolation protocols showed that, numerically, the highest purification efficiency was obtained using $MACS^{GFR{\alpha}1}$. Overall, our results indicate that $MACS^{GFR{\alpha}1}$ is an appropriate purification technique for the isolation of SSCs from mouse testicular cells.

Anion Transport or Nucleotide Binding by Ucp2 Is Indispensable for Ucp2-Mediated Efferocytosis

  • Lee, Suho;Moon, Hyunji;Kim, Gayoung;Cho, Jeong Hoon;Lee, Dae-Hee;Ye, Michael B.;Park, Daeho
    • Molecules and Cells
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    • v.38 no.7
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    • pp.657-662
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    • 2015
  • Rapid and efficient engulfment of apoptotic cells is an essential property of phagocytes for removal of the large number of apoptotic cells generated in multicellular organisms. To achieve this, phagocytes need to be able to continuously uptake apoptotic cells. It was recently reported that uncoupling protein 2 (Ucp2) promotes engulfment of apoptotic cells by increasing the phagocytic capacity, thereby allowing cells to continuously ingest apoptotic cells. However, the functions of Ucp2, beyond its possible role in dissipating the mitochondrial membrane potential, that contribute to elevation of the phagocytic capacity have not been determined. Here, we report that the anion transfer or nucleotide binding activity of Ucp2, as well as its dissipation of the mitochondrial membrane potential, is necessary for Ucp2-mediated engulfment of apoptotic cells. To study these properties, we generated Ucp2 mutations that affected three different functions of Ucp2, namely, dissipation of the mitochondrial membrane potential, transfer of anions, and binding of purine nucleotides. Mutations of Ucp2 that affected the proton leak did not enhance the engulfment of apoptotic cells. Although anion transfer and nucleotide binding mutations did not affect the mitochondrial membrane potential, they exerted a dominant-negative effect on Ucp2-mediated engulfment. Furthermore, none of our Ucp2 mutations increased the phagocytic capacity. We conclude that dissipation of the proton gradient by Ucp2 is not the only determinant of the phagocytic capacity and that anion transfer or nucleotide binding by Ucp2 is also essential for Ucp2-mediated engulfment of apoptotic cells.

The Physicochemical Properties on the Charge Transfer Complexes under High Pressure (고압하의 전하이동착물에 대한 물성론적 연구-사염화탄소 용액내에서 헥사메틸벤젠과 여러 전자받게들간의 전하이동착물 생성에 대한 압력과 온도의 영향)

  • Kwun Oh Cheun;Kim Myong Ja;Kim Se Kyung
    • Journal of the Korean Chemical Society
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    • v.35 no.4
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    • pp.335-342
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    • 1991
  • The effect of pressure and temperature on the stabilities of the charge transfer complexes of 1,3,5-trinitrobenzene, tetrachloro-p-benzoquinone and tetracyanoethylene with hexamethylbenzene in carbon tetrachloride has been investigated by spectrophotometric measurements. The equilibrium constants for the formation of the complexes were obtained at various temperature and pressure, and thermodynamic parameters for the formation of the charge transfer complexes are calculated from these values. The relative stabilities of charge transfer complexes with hexamethylbenzene increase in the order; 1,3,5-trinitrobenzene < tetrachloro-p-benzoquinone < tetracyanoethylene. This may be regarded as an order of relative acidity of these compounds in complexation with hexamethylbenzene and is explained in terms of the negative inductive effect of the ${\pi}$ acceptors. The red-shift at higher pressure, the blue-shift at higher temperature and the relation between pressure and oscillator strength are discussed on the basis of thermodynamic functions.

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A Study on Improvement of Performance of Absorber in Absorption Heat Pump (흡수열펌프에서 흡수기의 성능 개선 연구)

  • Min, Byong-Hun
    • Applied Chemistry for Engineering
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    • v.19 no.3
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    • pp.338-344
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    • 2008
  • The improvement of energy conservation is mandatory to decrease consumption of fossil fuels and to minimize negative impacts on the environment which originates from large cooling and heating demand. The absorption heat pump technology has a large potential for energy-saving in this respect. Absorption heat pump is a means to upgrade waste heat without the addition of extra thermal energy. The higher performance of absorber is of great importance for absorption heat pump cycle. In this study, in order to improve the performance of absorber, the absorber of tangential feed of a liquid phase with spiral tube has been investigated using methanol-glycerine as a working fluid. The spiral tube and tangential feeding generate the turbulence into the liquid flow while increasing the mass and heat transfer coefficients. The simultaneous heat and mass transfer were found to take place in a liquid turbulent film in the absorber with the spiral tube during the process of gas absorption. By calculating mass and heat transfer coefficients by measurement of the concentration and the temperature of each position in the absorber, the entrance was found to be more effective in enhancing mass and heat transfer.

Device Degradation with Gate Lengths and Gate Widths in InGaZnO Thin Film Transistors (게이트 길이와 게이트 폭에 따른 InGaZnO 박막 트랜지스터의 소자 특성 저하)

  • Lee, Jae-Ki;Park, Jong-Tae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.16 no.6
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    • pp.1266-1272
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    • 2012
  • An InGaZnO thin film transistor with different gate lengths and widths have been fabricated and their device degradations with device sizes have been also performed after negative gate bias stress. The threshold voltage and subthreshold swing have been decreased with decrease of gate length. However, the threshold voltages were increased with the decrease of gate lengths. The transfer curves were negatively shifted after negative gate stress and the threshold voltage was decreased. However, the subthreshold swing was not changed after negative gate stress. This is due to the hole trapping in the gate dielectric materials. The decreases of the threshold voltage variation with the decrease of gate length and the increase of gate width were believed due to the less hole injection into gate dielectrics after a negative gate stress.

Conflict and Negative Attitudes toward Organization as a Negative Problem: Focusing on the art unit of national and public culture and arts organizations (부정적 문제요소로서 갈등 고찰과 조직에 대한 태도 연구 - 국·공립문화예술단체의 예술단원을 중심으로 -)

  • Suh, Mun-shik;Lee, Sat-Byul
    • Korean Association of Arts Management
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    • no.51
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    • pp.103-134
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    • 2019
  • The study started with the perception that there would be numerous conflicts within and outside the organization as a national and public cultural and artistic organization. In addition, the conflict acts as a negative problem factor for the members of the organization, and the resulting emotions were identified to determine what relationship. Specifically, 1) identify ingesting the conflict factors recognized by the members of the art corps (organizations) of incumbent national and public cultural and artistic organizations (organizations), and 2) how conflicts provide influence to the art corps as a negative problem factor, 3) the feelings of conflict (exhaustion, turnover intent, job dissatisfaction, negative transition) are intended to look at the relationship. To summarize the findings, it is as follows: The conflict struck by the members of the arts corps of national and public cultural and artistic organizations could consist of 1) organizational conflicts (management, administration, operations, etc.) and 2) personal conflicts (artistic preferences, colleagues, etc.). This conflict has been found to provide anegative direction to the feelings of members of the organization. Both organizational conflict and personal emotions were found to have an effect on emotional exhaustion, and emotional exhaustion was found to affect the intention of turnover and job dissatisfaction. In addition, job dissatisfaction was examined to have an effect of the static (+) on the turnover intent, the turnover intent and job dissatisfaction has an effect of the political (+) on the negative transfer. Based on these results, the authors of this study presented effective implications for cultural and artistic marketing.

A study on an efficient prediction of welding deformation for T-joint laser welding of sandwich panel Part II : Proposal of a method to use shell element model

  • Kim, Jae Woong;Jang, Beom Seon;Kang, Sung Wook
    • International Journal of Naval Architecture and Ocean Engineering
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    • v.6 no.2
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    • pp.245-256
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    • 2014
  • I-core sandwich panel that has been used more widely is assembled using high power $CO_2$ laser welding. Kim et al. (2013) proposed a circular cone type heat source model for the T-joint laser welding between face plate and core. It can cover the negative defocus which is commonly adopted in T-joint laser welding to provide deeper penetration. In part I, a volumetric heat source model is proposed and it is verified thorough a comparison of melting zone on the cross section with experiment results. The proposed model can be used for heat transfer analysis and thermal elasto-plastic analysis to predict welding deformation that occurs during laser welding. In terms of computational time, since the thermal elasto-plastic analysis using 3D solid elements is quite time consuming, shell element model with multi-layers have been employed instead. However, the conventional layered approach is not appropriate for the application of heat load at T-Joint. This paper, Part II, suggests a new method to arrange different number of layers for face plate and core in order to impose heat load only to the face plate.

Observational Study for the Thermal Environment Evaluation of Summertime over the Asphalt Pavement - Case Study in Daegu 2014 -

  • Kim, Hae-Dong;Kim, Sung-Rak;Kim, Baek-Jo
    • Journal of Environmental Science International
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    • v.24 no.10
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    • pp.1265-1272
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    • 2015
  • To investigate the thermal environment over the summertime asphalt pavements, an automatic weather observation system was installed at a parking lot paved with asphalt to observe various meteorological parameters and surface temperature from July 1 to September 30, 2014. Since the number of rainy days in summer of 2014 particularly after the mid July is more than that of average data, a ratio of daily peak surface temperature above $45^{\circ}C$ was 28% which was lower than the average. The observational data about hourly average surface temperature and various heat balance factors at days where daily peak surface temperature is above $45^{\circ}C$ are as follows: An hour that had the daily maximum temperature was around 15 pm and the value was $49^{\circ}C$ approximately. Net shortwave radiation was the highest at 12pm as $800W/m^2$ and much radiation of $500W/m^2$ was absorbed at the ground between 11am and 17pm. Sensible heat that was delivered from the ground to the atmosphere was evaluated as $200W/m^2$ between 10am and 19pm. underground transfer heat up to $100W/m^2$ was measured as negative from 19pm to the next day 8am, which indicated the lower atmosphere was heated at night.