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Sentiment Analysis of User-Generated Content on Drug Review Websites

  • Na, Jin-Cheon;Kyaing, Wai Yan Min
    • Journal of Information Science Theory and Practice
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    • 제3권1호
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    • pp.6-23
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    • 2015
  • This study develops an effective method for sentiment analysis of user-generated content on drug review websites, which has not been investigated extensively compared to other general domains, such as product reviews. A clause-level sentiment analysis algorithm is developed since each sentence can contain multiple clauses discussing multiple aspects of a drug. The method adopts a pure linguistic approach of computing the sentiment orientation (positive, negative, or neutral) of a clause from the prior sentiment scores assigned to words, taking into consideration the grammatical relations and semantic annotation (such as disorder terms) of words in the clause. Experiment results with 2,700 clauses show the effectiveness of the proposed approach, and it performed significantly better than the baseline approaches using a machine learning approach. Various challenging issues were identified and discussed through error analysis. The application of the proposed sentiment analysis approach will be useful not only for patients, but also for drug makers and clinicians to obtain valuable summaries of public opinion. Since sentiment analysis is domain specific, domain knowledge in drug reviews is incorporated into the sentiment analysis algorithm to provide more accurate analysis. In particular, MetaMap is used to map various health and medical terms (such as disease and drug names) to semantic types in the Unified Medical Language System (UMLS) Semantic Network.

THE EFFECTS OF SOMATOSTATIN INFUSION ON THE PLASMA PROFILE OF GROWTH HORMONE, INSULIN AND CORTISOL IN SHEEP

  • Rose, M.T.;Obara, Y.;Fuse, H.;Hodate, K.
    • Asian-Australasian Journal of Animal Sciences
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    • 제9권1호
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    • pp.57-61
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    • 1996
  • Four castrated Corriedale sheep were used in an experiment to observe the changes in insulin, growth hormone and cortisol in blood plasma following a prolonged infusion of a high rate of somatostatin (SRIF). The animals wee infused with either saline, 25 or $50{\mu}g/kg/h$ of SRIF for 3 hours. Blood samples wee taken every 20 minutes until 1 hour following the end of the SRIF infusion. Both SRIF infusion levels suppressed the release of insulin into plasma to approximately 3.5 mU/l. The SRIF infusions reduced the concentration of growth hormone to barely detectable levels. Following the withdrawal of SRIF there was a massive release of growth hormone. The plasma concentration of growth hormone reached 60 ng/ml within 20 minutes, the length of the growth hormone discharge was in excess of 1 hour. The extent of the discharge of growth hormone following the SRIF infusions was greater than that suppressed by the infusion. The SRIF apparently caused an increase in the plasma concentration of cortisol at the end of the infusion and following is withdrawal. This is possibly associated with some change in the metabolic rate associated with the suppression of insulin or glucagons release. The present experiment demonstrates that a high rate of SRIF infusion can not completely inhibit the release of insulin into the plasma.

범이론적 모형에 근거한 성인의 운동실천행위 분석 (Analysis of the Exercise Behavior of Early Adulthood : an Application of Transtheoretical Model(TTM))

  • 김혜경
    • 한국건강관리협회지
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    • 제3권2호
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    • pp.189-198
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    • 2005
  • This study examined the applicability of the transtheoretical model(TTM) to understanding exercise behavior of early adulthood. A cross-sectional study was conducted and data wee collected from 1618 adults aged from 20 to 39 through internet survey. Major conclusions wee as follows: 1. Stage distribution for exercise behavior was 15.6%, 26%, 25%, 19%, 14.4% for precentemplation, contemplation, preparation, action, maintenance stages, respectively. 2. Behavioral processes were more frequently utilized than cognitive processes for action and maintenance stage. 3. Self-reevaluation, social liberation and reinforcement were frequently used in precontemplation, contemplation and preparation stages. Self-reevaluation, reinforcement, self-liberation were frequently used in action and maintenance stages. 4. Pros of exercise behavior began to be higher than cons of exercise behavior from the actions stage and continued to increase to maintenance stage. 5. Self-efficacy was higher in action stage than precontemplation, contemplation and preparation stages and the highest in maintenance stage.

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DCCA 와 Polar Ordination 에 依한 無等山의 森林 群落 分析 (Detrended canonical correspondence analysis and polar ordination analysis on the forest communities of mudungsan.)

  • Kim, Chang-Hwan;Kil, Bong-Seop
    • The Korean Journal of Ecology
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    • 제15권2호
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    • pp.117-125
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    • 1992
  • TWINSPAN(two-way indicator species analysis), DCCA(detrended canonical correspondence analysis) and polar ordination method wee used so as to analyze the the relation between forest vegetation and hibitat of mudungsan(1, 187m) located in kwangju area. Vegetationsurvey consulted 1:25, 000 topographical map, set up 41 quadrats and analyzed from April, 1990 to August, 1991. Forest vegetation of mudungsan was classifild to quercus acutissima community, fraxinus mandshurica community, quercus mongolica community, quercus serrata community, quercus dentata community, quercus variabilis community, and pinus densiflora community by TWINSPANmethod, and this almost coincide with the result of plar ordination. according to DCCA analysis, P. densiflora community was formed in xeric and low altitude region which soil nutrient was poor, compared with other communities. q. variabilis and q. acutissima community wee distributed in the region that low altitude and organic matter content was comparatively low, but q. acutissima community was formed in a damp region while q. variabilis community in a xeric region. q. mongolica and f. mandshurica formed the communities in a high altitude region, especially f. mandshurica cmmunity was distributed in a high humidity region. According to polar ordination analysis, the forest vegetation was classified to 7 communities by means of environmental gradient such as humidity, organic matter, ph, temperature, c.e.c and P2O5.

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Central Limit Theorem for Levy Processes

  • Wee, In-Suk
    • Journal of the Korean Statistical Society
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    • 제12권2호
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    • pp.100-109
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    • 1983
  • Let ${X_i}$ be a process with stationary and independent increments whose log characteristic function is expressed as $ibut-2^{-1}\sigma^2u^2t+t\int_{{0 }^c}{(exp(iux)-1-iux(i+x^2)^{-1})dv(x)}$. Our main result is taht $x^2(\int_{\y\>x}{dv(y)})/(\int_{$\mid$y$\mid$\leqx}{y^2dv(y)+\sigma^2}) \to 1$ as $x \to 0 (resp. x \to \infty)$ is necessary, and sufficient for ${X-i}$ to have ${A_t}$ and ${B_t}$ such that $(X_t-A_t)/B_t \to^D n(0,1)$ as $t \to 0 (resp. t \to \infty)$.

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WASHINGTON CCD PHOTOMETRY OF THE OPEN CLUSTER NGC 1245

  • WEE SUN-OK;LEE MYUNG GYOON
    • 천문학회지
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    • 제29권spc1호
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    • pp.145-146
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    • 1996
  • We have estimated a metal abundance of [Fe/H]= -0.04 $\pm$ 0.05 dex, a reddening of E(B- V)= 0.28 mag, an age of 1.1 $\pm$ 0.1 Gyr, and a distance of 2.5 $\pm$ 0.2 kpc for NGC 1245 using the Washington filter system.

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뇌성마비 아동의 기능적 수준 분류 체계의 유용성 (Utility of Function Classification System in Children with Cerebral Palsy)

  • 박은영
    • 한국산학기술학회논문지
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    • 제12권12호
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    • pp.5709-5714
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    • 2011
  • 이 연구는 뇌성마비 아동의 기능적 수준 분류 체계의 유용성을 알아보기 위해 실시되었다. 이를 위해 2008년 9월부터 2010년 8월까지의 기간 동안 뇌성마비 아동 217명을 대상으로 대동작 기능 분류체계(GMFCS), 손 기능 분류 체계(MACS), 일상생활 활동을 측정하고 도구 간의 관계를 알아보았다. 그 결과, 대동작 기능 분류체계와 일상 생활 활동은 모든 하위 영역 및 총점과 유의한 상관이 있는 것으로 나타났다(p<.05). 손 기능 분류체계와 일상생활 활동은 이상운동형 아동에서 일상생활 하위 영역 중 의사소통과 상관이 유의하지 않은 것을 제외하고 모든 하위 영역 및 총점과 유의한 상관이 있는 것으로 나타났다(p<.05). GMFCS와 MACS의 관계를 알아본 결과, 가장 많은 분포를 나타낸 것은 GMFCS의 경우 1수준(20.3%)과 5수준(40.6%)이었고, MACS의 경우는 2수준(48.8%)과 5수준(16.6%)이었다. 결론적으로, 뇌성마비 아동의 기능적 수준 분류 체계인 GMFCS와 MACS는 임상적으로 유용한 평가 체계로 사용될 수 있을 것으로 생각된다.

Does the Use of Social Network Sites and Mobile Phones Promote the Acquisition of Job-Related Information, Job Mobility and Entrepreneurship in Asia?

  • Skoric, Marko M.;Ji, Pan;Fu, Wayne Wei-Jen;Sim, Clarice Chwei Lin;Park, Yongjin
    • Journal of Contemporary Eastern Asia
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    • 제14권1호
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    • pp.5-22
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    • 2015
  • This study examines how different uses of social network sites (SNS) and mobile phones (MP) to communicate with friends and business associates are related to the acquisition of job-related information, job mobility, and entrepreneurial intentions, using social capital as its main theoretical lens. To this end, a nationally representative, random digit dialing (RDD) survey was conducted in Singapore. Path analyses show that SNS interactions with friends are positively related to both bonding and bridging social capital. The former is linked with greater job mobility, the latter with entrepreneurship, and both are associated with more job-related information. SNS interactions with business contacts are directly positively related to job-related information and entrepreneurship. For mobile phones, interactions with friends are positively related to social capital, job information and entrepreneurship. Professional networking is associated with more bridging social capital, job information and job mobility. Bonding capital is found to be linked with greater job mobility, while bridging capital has a positive relationship with both entrepreneurship and job mobility.