• 제목/요약/키워드: linear mixed regression

검색결과 132건 처리시간 0.048초

Effect of Posture Correction Band on Pulmonary Function in Individuals With Neck Pain and Forward Head Posture

  • Kim, Jae-hyeon;Jeong, Yeon-woo;Kim, Su-jin
    • 한국전문물리치료학회지
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    • 제27권4호
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    • pp.278-285
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    • 2020
  • Background: Individuals with forward head posture (FHP) have neck pain. To correct the FHP, a posture correction band is commonly used. However, we do not know the posture correction band influenced the pulmonary function in individuals with FHP. Objects: This study aimed to elucidate the effects of the posture correction band on the pulmonary function in young adults with neck pain and FHP and to monitor how the pulmonary function changed over time. Methods: Twenty subjects with chronic neck pain and forward head posture were recruited. Subjects performed pulmonary function test four times: before, immediately, and 2 hours after wearing the postural band, and immediately after undressing the postural band. Vital capacity (VC), forced vital capacity (FVC), peak expiratory flow (PEF), and forced expiratory volume at one second (FEV1) were measured. The modified Borg dyspnea scale was used to measure each subject's responses to the posture correction band. The mixed-effect linear regression was used to the effect of the posture correction band over time. Results: There were no significant differences in VC, FVC, PEF, FEV1 values over time (p > 0.05), although all values slightly decreased after applying posture correction band. However, the score of the modified Borg scale significantly changed after wearing the postural bands (p < 0.05), indicating the subject felt discomfort with posture correction band during breathing. Conclusion: Because the posture correction band did not change the pulmonary function over time, but it induces psychological discomforts during breathing in people with FHP. Therefore, this posture correction band can be used for FHP realignment after discussion with the subjects.

확산형포집기(3M OVM #3500)와 활성탄관의 유기용제 포집농도 비교 및 확산형포집기의 현장 적용 가능성 (Comparison between the Charcoal Tube Sampling Method and the Diffusive Sampler, and the Applicability of Diffusive Sampler in the Field)

  • 장성호;김형아
    • 한국산업보건학회지
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    • 제15권3호
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    • pp.261-269
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    • 2005
  • To investigate the field applicability of a diffusive sampler (3M OVM #3500, passive sampling method) authors conducted a simultaneous measurement of personal organic solvents exposure in the air of the workplaces by charcoal tube with low volume sampler (active sampling method) and diffusive sampler. Samples were collected and analyzed by NIOSH method ($NMAM^{(R)}$) from thirty-eight workers in 12 factories who work in 6 different processes. Geometric mean (GM) and geometric standard deviation (GSD) were used to describe the result. To compare the results of the two methods, paired t-test was used. According to the manual of the exposure assessment of the mixed organic solvents (Ministry of Labor, Korea), Em was calculated. Simple linear regression was used to evaluate the relationship between the two methods. Results were as follows; 1. Eight different solvents (ethyl acetate, n-hexane, toluene, xylene, acetone, isopropyl alcohol, methyl ethyl ketone (MEK), and methyl isobutyl ketone) were detected simultaneously in the two methods and the concentrations of the personal exposure were lower than 0.5 TLV level. The concentration of the charcoal tube method was higher than that of a diffusive sampler in n-hexane and MEK (p<0.05). 2. Em of the charcoal tube method was higher than that of diffusive sampler method but not significantly different and was lower than the OEL (Occupational Exposure Limit) in all 6 processes. 3. There was a significant correlation between the two methods in low concentrations of the 8 organic solvents (p<0.05). In conclusion, there was no difference in charcoal tube method and diffusive sampler method in low concentrations of some organic solvents, diffusive sampler can be applied to assess the personal monitoring in low level exposure.

확률론적 베이지언 모델링에 의한 케이블 교량의 복합열화 리스크 평가 및 예측시스템 (The Risk Assessment and Prediction for the Mixed Deterioration in Cable Bridges Using a Stochastic Bayesian Modeling)

  • 조태준;이정배;김성수
    • 한국구조물진단유지관리공학회 논문집
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    • 제16권5호
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    • pp.29-39
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    • 2012
  • 상관관계가 높은 복합열화의 완벽한 개별예측모델의 개발은 매우 어려운 문제로, 본 논문에서는 현수교 시스템의 미래열화와 유지 예산을 예측하기 위하여, 10년간의 유지 데이터가 주어진 매개변수(파손지표와 사용성)의 사후 확률 밀도함수를 찾기 위해 베이지언 추론을 적용하였다. 마르코프 연쇄 몬테카를로법을 이용하여 매개변수의 사후 분포를 조사하였다. 감소한 사용성의 모의위험예측은 사전분포와 연간유지 업무에서 업데이트한 데이터의 가능성에 따라 작성한 사후 분포이다. 기존의 선형 예측 모델과 비교하면, 제안된 2차 모델은 교량부품의 사용성, 위험요소, 그리고 유지 예산의 측정 데이터에 대하여 매우 개선된 수렴성과 근접성을 제공한다. 따라서 제안된 2차 추계학적 회귀 모델을 기반으로 복잡한 사회간접설비의 미래 성능과 유지관리예산을 예측하고 제어할 수 있는 기회를 제공할 것으로 기대한다.

Determination of Factors in Cultural Dimensions and SERVQUAL Model Affecting the Corporate Image of Pharmacy Retail Stores

  • KLONGTHONG, Worasak;THAVORN, Jakkrit;WATCHARADAMRONGKUN, Suntaree;NGAMKROECKJOTI, Chittipa
    • The Journal of Asian Finance, Economics and Business
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    • 제7권10호
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    • pp.875-884
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    • 2020
  • Thailand has a rapidly growing pharmaceutical sector, which is the eighth largest in the Asia-Pacific region and one of the largest and most developed among the Association of Southeast Asian Nations (ASEAN) countries. This study examines how to provide the most appropriate approach to enhance Thailand's pharmaceutical services to dispense medicine to end consumers. The main objective is to determine the most appropriate corporate image for Thai Pharmacy Retail Stores (PRSs) for entering the ASEAN market community. An exploratory mixed-method design characterized by qualitative and quantitative phases of data collection and analysis and the linking of data from these two separate data strands was adopted to conduct an in-depth interview with pharmacists and the owner of pharmacy retail stores as well as 405 respondents who had visited a pharmacy retail store and interacted with pharmacists during the previous year. The multiple linear regression (MLR) was applied to analyze the relative influences of perceived service quality and the cultural dimension on the corporate image. Findings reveal that the perceived service quality and cultural dimension contribute 50% towards the corporate image, and the perceived service quality had more effect than cultural dimension. This study mainly focuses on PRSs in Thailand, while the findings show other analyses concerning how to successfully create and promote an effective PRS image for ASEAN markets.

Muscle Latency Time and Activation Patterns for Upper Extremity During Reaching and Reach to Grasp Movement

  • Choi, Sol-a;Kim, Su-jin
    • 한국전문물리치료학회지
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    • 제25권3호
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    • pp.51-59
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    • 2018
  • Background: Despite muscle latency times and patterns were used as broad examination tools to diagnose disease and recovery, previous studies have not compared the dominant arm to the non-dominant arm in muscle latency time and muscle recruitment patterns during reaching and reach-to-grasp movements. Objects: The present study aimed to investigate dominant and non-dominant hand differences in muscle latency time and recruitment pattern during reaching and reach-to-grasp movements. In addition, by manipulating the speed of movement, we examined the effect of movement speed on neuromuscular control of both right and left hands. Methods: A total of 28 right-handed (measured by Edinburgh Handedness Inventory) healthy subjects were recruited. We recorded surface electromyography muscle latency time and muscle recruitment patterns of four upper extremity muscles (i.e., anterior deltoid, triceps brachii, flexor digitorum superficialis, and extensor digitorum) from each left and right arm. Mixed-effect linear regression was used to detect differences between hands, reaching and reach-to-grasp, and the fast and preferred speed conditions. Results: There were no significant differences in muscle latency time between dominant and non-dominant hands or reaching and reach-to-grasp tasks (p>.05). However, there was a significantly longer muscle latency time in the preferred speed condition than the fast speed condition on both reaching and reach-to-grasp tasks (p<.05). Conclusion: These findings showed similar muscle latency time and muscle activation patterns with respect to movement speeds and tasks. Our findings hope to provide normative muscle physiology data for both right and left hands, thus aiding the understanding of the abnormal movements from patients and to develop appropriate rehabilitation strategies specific to dominant and non-dominant hands.

철자 기반과 음절 기반 속도가 한국인 영어 학습자의 발음 평가에 미치는 영향 비교 (Comparing the effects of letter-based and syllable-based speaking rates on the pronunciation assessment of Korean speakers of English)

  • 정현성
    • 말소리와 음성과학
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    • 제15권4호
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    • pp.1-10
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    • 2023
  • 본 연구에서는 AI Hub에 구축된 '교육용 한국인의 영어 음성 데이터'에 있는 발음 평가 데이터를 활용하여 철자 기반 발화 속도 및 조음 속도와 음절 기반 발화 속도 및 조음 속도 중 발음 정확성 및 운율 유창성, 합산 점수를 예측하는 모델에 어떤 요소가 더 유의미한 영향을 미치는지 분석하였다. 이를 위해 13세, 19세, 26세 연령별, 성별, 수준별로 이 코퍼스의 훈련 데이터에서 총 900개 발화를 추출하여 데이터에 포함된 다양한 요소를 활용해 평가 점수를 예측하는 선형효과분석을 실행하였다. 선형효과분석에서 최적의 세 개 모델을 통해 예측된 평가 점수를 검증 데이터에서 추출한 총 180개 발화의 평가 점수와 얼마나 상관관계가 있는지도 분석하였다. 분석 결과 발음의 정확성과 운율의 유창성, 합산 점수 예측 모델 모두 철자 기반 발화 속도와 조음 속도보다 음절 기반 발화 속도와 조음 속도가 평가 점수를 예측하는데 더 큰 영향을 주는 것으로 밝혀졌다. 모델에서 예측한 점수와 검정 데이터의 실제 점수와의 상관계수는 .65에서 .68 사이로 각 모델의 평가 점수 예측력이 나쁘지 않았다. 발화 속도와 조음 속도 간에 어떤 요소가 더 큰 영향을 미치는지는 본 연구를 통해 밝혀내지 못하였다.

지리산(智異山) 주요(主要) 활엽수종(闊葉樹種)의 엽면적(葉面積) 추정식(推定式)에 대(對)한 연구(硏究) (A Study on the Equations of Estimating the Leaf Area of Broad-Leaf Species in Mt. Jiri)

  • 김시경;이경학
    • 한국산림과학회지
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    • 제70권1호
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    • pp.103-108
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    • 1985
  • 지리산(智異山) 국립공원내(國立公園內)의 천연혼효림(天然混淆林)을 구성(構成)하고 있는 주요(主要) 13개(個) 활엽수종(闊葉樹種)을 대상(對象)으로, 잎의 기하학적(幾何學的) 형태(形態)에 따른 엽면적(葉面積)(A), 엽장(葉長)(L), 엽폭(葉幅)(W)간(間)의 통계적(統計的) 상호관계(相互關係)를 규명(糾明)함으로써 신뢰(信賴)할 수 있는 엽면적(葉面積) 추정식(推定式)을 찾고자 하였다. 정확(正確)한 추정(推定)이 특별(特別)히 요구(要求)되지 않을 때는 A=bLW을 이용하는 것이 일반적(一般的)이다. 이 식(式)에서 계수(係數)b의 값은 수종(樹種)에 따라 고유(固有)한 값을 나타내었으나 전체적(全體的)으로는 0.579~0.717의 범위내(範圍內)에 분포(分布)하였다. 그러므로 지리산(智異山) 천연림(天然林)의 경우(境遇) 임분(林分) 전체(全體)의 직략적(職略的)인 엽면적(葉面積) 추정시(推定時)에는 A=2/3LW의 추정식(推定式)을 사용(使用)하여도 무방(無防)할 것으로 사료(思料)된다. 좀 더 정확(正確)한 추정(推定)을 요(要)할 시(時)에는 회귀방정식(回歸方程式)을 이용(利用)한다. 본(本) 연구(硏究)에서는 9가지 형태(形態)의 식(式)에 적용(適用)하여 결정계수(決定係數)($R^2$)를 기준(基準)으로 엽면적(葉面積) 추정식(推定式)에 가장 적합(適合)한 식(式)의 형태(形態)를 찾아 보았다. 그 결과 단엽(單葉)을 가진 활엽수(闊葉樹)에서는 이제까지 많이 사용(使用)하지 않았던 ${\log}A=b_0+{\log}LW$가 8가지 수종(樹種)에서 가장 적합(適合)한 형태(形態)로 나타났다. 이 식(式)의 계산은 조금 복잡(複雜)하나 컴퓨터를 이용(利用)하면 정확(正確)하고 실용적(實用的)인 추정식(推定式)이 될 수 있다. 그 밖에 $A=b_0+b_1LW$$A=b_0+b_1L^2+b_2W^2$도 좋은 형태(形態)로 나타났다. 이 두 가지를 비교(比較)해 볼 때 결정계수(決定係數)는 비슷하나 F값은 전자(前者)가 월등히 큰 값을 보임으로써 이를 사용(使用)하는 것이 더 간편(簡便)하며 신뢰도(信賴度)가 높을 것으로 사료(思料)된다.

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Does Home Oxygen Therapy Slow Down the Progression of Chronic Obstructive Pulmonary Diseases?

  • Han, Kyu-Tae;Kim, Sun Jung;Park, Eun-Cheol;Yoo, Ki-Bong;Kwon, Jeoung A;Kim, Tae Hyun
    • Journal of Hospice and Palliative Care
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    • 제18권2호
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    • pp.128-135
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    • 2015
  • 목적: 2006년부터 가정산소치료 서비스에 대해 보장을 시작함에 따라, 기준에 부합하는 사람들은 가정산소 서비스이용에 대해 20%의 본인부담만을 지출하게 되었다. 이 같은 제도의 도입은 환자의 가정산소치료 서비스에 대한 부담을 경감시키게 됨에 따라 주요 이용자인 만성 폐쇄성 폐질환 환자들에게 긍정적인 효과를 미쳤을 것으로 예상된다. 하지만, 제도 도입 후 가정산소치료 서비스 제도의 효과에 대한 연구가 많지 않았고, 실증적 근거자료 또한 부족한 실정이다. 따라서, 본 연구는 제도 도입 후, 가정산소치료 서비스가 만성 폐쇄성 폐질환 환자들의 상태에 긍정적 영향을 미쳤는지를 알아보고자 한다. 방법: 만성폐쇄성 폐질환으로 2007년부터 2012년까지 병원을 방문한 사람(N=10,798)의 청구데이터를 분석에 이용하였으며, 가정산소치료 서비스 제도 적용의 기준인 호흡기장애등급에 따라 분포의 차이를 설명하기 위해 ${\chi}^2$ test을 하였다. 또한, 가정산소치료 서비스 이용에 대한 요인을 알아보고자 Multiple Logistic Regression Analysis을 하였으며, 가정산소치료 서비스 이용이 호흡기장애등급의 변화에 어떠한 영향을 주었는지 알아보고자 Generalized Linear Mixed Model 분석을 하였다. 결과: 분석대상 중 호흡기장애등급 1등급에 속하는 대상은 2,490명이었으며, 2/3등급에 속하는 대상은 8,308명이었다. 가정산소치료 서비스 이용에 대해서는 호흡기 장애등급 3등급이 1 또는 2등급에 비해 적게 이용하였다(OR: 0.33, 95% CI: 0.30~0.37). 또한, 가정산소치료를 이용함에 따라 환자의 상태의 변화에 대해 분석한 결과, 가정산소치료 이용자는 미이용자에 비해 상태의 완화 또는 유지에 대해 높은 값을 보였다(OR: 1.41, 95% CI: 1.23~1.61). 결론: 가정산소치료 서비스 이용은 만성 폐쇄성 폐질환 환자의 상태 악화방지에 대해서 긍정적인 영향을 준다.

영아의 섭식패턴에 따른 성장발육의 종단적인 비교 연구 (The Longitudianl Study of the Growth by Feeding Practice in Early Infancy)

  • 안홍석
    • Journal of Nutrition and Health
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    • 제30권3호
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    • pp.336-348
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    • 1997
  • The objectives of this study were to examine the growth pattern of infants by anthropometric measurement according to the 5 feeding practices of infants with the subject of two hundred healthy newborn babies from their birth till sixty month of age at intervals of two months. Breast group(BF, n=38), formula group(FF, n=102) and mixed group(ME, n=14) were fed breast milk, formula milk, breast and formula milk, from birth till 6 mo. of age, respectively. Convert 1 group (C1F, n=14) and covert 2 group(CF, n=32) were fed breast milk and mixed milk at 2 mo. of age afterthat switched to formula milk, respectively. From these, the following results were made. All the infants of this study showed superiority to Korean standard growth rate in regards to each growth item for each month age. In the case of males, at their birth, the subscapular skinfold thickness and the total skin fold thickness in the BF group was significantly larger than in MF group and FF group(p<0.05). At 6th month age, the chese circumference of MF group was 45.9cm, and significantly larger than those of BF, FF and C2F groups(p<0.05). In the case of females, at theri birth and 2nd month age, there was no difference among all the feeding groups in regards to each growth rate. At 4th month age, the Kauf index of C1F group was 16.21 and significantly lower than those of four groups(p<0.05). And total skinfold thickness in BF group was larger than in C1F group. The increase rate per month age of all growth items were larger at 2nd month age than at the later months both in males and in females. And until 2nd month age males showed more increase than females in regards to each growth item but after 2nd month age, this sapect did not show up. Multiple linear regression was used to determine predictive factors for infant growth. It was expected that at 6th month age, in the measurement of head circumference and chest circumference and cross-sectional fat area, BF-males were bigger by 22-39% of the explanation index than the infants of other groups. As a result, in spite of the significant lower intakes of energy and nutrients in breast-fed infants than in formula-fed infants, breast-fed infants showed more growth than the average of Korean infant standard growth rate at every month age, and showed no significant growth difference among feeding groups.

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Determination of Nitrogen Content in Rice Tissue Using Near Infrared Spectroscopy

  • Song, Young-Ju;Cho, Seung-Hyun;Nam-Ki, O.H.;Park, Yeong-Geun
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1262-1262
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    • 2001
  • The rice plant is one of the important staple crops in Korea. The high yield with low cost in rice is required the soil fertility and the development of new precise method of fertilizer application by nutritional diagnosis. Now, in Korea, the nitrogen application system for the rice plant is composed of the basal fertilization, fertilization at tillering stage and fertilization at panicle stage, which the nitrogen fertilization at panicle stage amount to about 30 percent in the total amount. Thus, this experiment carried out to the development of the system that can measure the nitrogen content in the rice plant at panicle stage rapidly with the near infrared spectroscopy, and to predict the appropriate quantity of the nitrogen fertilization at panicle stage based on calibration model for test of nitrogen content in rice plant. The samples were collected from 48 varieties in 4 regions which are mainly cultivated in the southern part of Korea. And then, it collected by classifying into the leaf, the whole plant and the stem since 7 days before the nitrogen fertilization at panicle stage. The ranges of the nitrogen contents were 1.6∼4.0%, 1.7∼3.0% and 1.4∼2.7% in the leaf, the whole plant and the stem, respectively. In the calibration models created by each part of the plant under the Multiple Linear Regression(MLR) method, the calibration model for the leaf recorded the relatively high accuracy. The mutual crossing test on unknown samples were carried out using Partial Least Square(PLS) calibration model. That is, the nitrogen content in the stem was tested by calibration model made by the leaf model and that of stem was tested by calibration model made by whole plant sample. When unknown leaf sample was tested by calibration model made by all sample that collected from each part in rice plant such as leaf, stem and whole plant, it recorded the highest accuracy. As a result, to test the nitrogen content in the rice plant at panicle stage, the nitrogen content in the leaf shall be tested by the calibration model composed of the leaf, the stem and the whole plant. In future, to estimated the amount of nitrogen fertilization at panicle stage for rice plant , it will be calculated based on regression model between rice yield and nitrogen content of leaf measured by calibration model made by mixed sample including leaf, stem and whole plant.

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