• 제목/요약/키워드: principal component analysis

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전자 코를 이용한 한우 등심육의 냉장저장 중 향기 패턴 분석 (Aroma Pattern Analysis of Hanwoo Beef (M. longissimus) using Electronic Nose during Refrigerated Storage)

  • 이성기;김주용;김용선
    • 한국축산식품학회지
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    • 제24권3호
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    • pp.260-265
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    • 2004
  • 본 연구는 전자 코 시스템을 이용하여 센서의 감응도, 주성분 분석, 판별분석을 통해 한우육의 향기 패턴을 구명하고, 이를 pH 및 TBARS 값과 비교함으로써 쇠고기의 신속한 향기 평가방법의 가능성을 모색하기 위해 실시하였다. 시료는 도축 후 24시간이 경과한 쇠고기의 등심을 5$\pm$1$^{\circ}C$에서 7일간 저장하면서 실험에 사용하였다. 저장기간이 증가함에 따라 SY/G, SY/AA, SY/Gh, SY/gCTl, SY/gCT 센서의 감응도(dR/R0) 값은 감소하였으나, SY/LG, T30/1, P10/1, P10/2, P40/1, T70/2, PA2 센서의 dR/R0 값은 증가하였다. 저장 1일과 3일째에서는 dR/R0 값이 SY/AA#, T70/2 센서에서만 유의적인 차이를 보였으나(p<0.05), 저장 7일째에서 저장1일과 비교하였을 때 12개의 센서가 모두 유의적인 차이를 보였다(p<0.05). 감응도의 결과를 주성분 분석으로 mapping 하였을 때 저장 1일에 오른쪽 중간, 3일에 오른쪽 하단, 7일에 왼쪽에 길게 퍼져 군락이 형성되었다. 다시 판별분석으로 mapping을 하면 동일 저장기간내 군락이 집중되고, 저장기간별 군락군이 분산되어 뚜렷하게 구별되었다. 저장기간동안 육의 pH와 TBARS는 모두 어떤 항목과도 상관성을 보이지 않았으나, 모든 센서의 값이 각각 정 또는 역의 높은상관성을 가지고 있었다(p<0.001).

한국 성인의 성만족 측정도구 개발 (Development of a Korean Sexual Satisfaction Scale)

  • 이병숙;고효정;김명애;임신화
    • 기본간호학회지
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    • 제9권2호
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    • pp.190-200
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    • 2002
  • Purpose; The purpose of this study was to develop an instrument to measure sexual satisfaction in Korean adults. Method: Development of items for the instrument was done by a collecting, reorganizing, reducing and selecting process based on the literature. A total of 19 items were selected in this process. For evaluation of the appropriateness of the 19 items, questionnaires were given to an expert group consisting of 18 professionals (7 men and 11 women). Eighteen items having a response of 70% in 'very good' item or 'good' item were included as items for the instrument. With these 18 items, a 5 point Likert scale was developed, and reliability and validity tests of the scale were done. The subjects for the test were 1,127 Korean adults living in 11 areas in Korea, Data were collected from Dec. 1, 2000 to Feb. 28, 2001 and analyzed with SPSS/PC+ 10.0 program. Item analysis and factor analysis were used to assess the reliability and validity of the scale. Chronbach alpha and corrected item-total correlation were obtained to verify internal consistency, and principal component analysis with the varimax rotation was used to identify structure validity of the developed tool. Result: Reliability of the scale was .9503 and corrected item-total correlations of the items were distributed from .5208 to 7899. As a result of the factor analysis, the items were categorized into three factors. The cumulative variance of the three factors was 67.1%, and all of the variances of the factors were above 5%. Because factor 1 (8 items) indicated a special feeling of psychological satisfaction with sexual activity, it was named 'psychological factor'. Factor 2 (8 items) indicated a feeling of satisfaction in the interaction with sexual partner through communication and variation, therefore it was named 'interactional factor'. Factor 3 (2 items) was about the frequency and duration of sexual intercourse and indicated physical dimensions of satisfaction, so it was named 'physical factor'. The average score for sexual satisfaction of the 1,127 subjects was 65.32 (${\pm}12.71$), and histogram of the score showed a normal distribution with skewness - .425. Conclusion: Finally, a Korean Sexual Satisfaction Scale(KSSS) was accepted as a 5 point Likert scale with 18 items after the statistical test for reliability and validity. In conclusion, KSSS is a useful instrument which is valid and reliable can be used to understand the sexuality of Korean adults.

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At slaughtering and post mortem characteristics on Traditional market ewes and Halal market ewes in Tuscany

  • Sargentini, Clara;Tocci, Roberto;Campostrini, Matteo;Pippi, Eleonora;Iaconisi, Valeria
    • Journal of Animal Science and Technology
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    • 제58권9호
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    • pp.35.1-35.10
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    • 2016
  • Background: The aim of this work was the comparison between the carcass and the meat ewes of the regional Traditional market and the Islamic religious (Halal) market. Methods: Thirty and 20 at the end of career traditional market and Halal market ewes were slaughtered following the EC (European Council, 2009) animal welfare guidelines. Live weight of ewes was taken and dressing percentage of carcasses was calculated. On every carcass zoometric measurement and the evaluation trough the EU grid rules were performed. On the Musculus longissimus thoracis of 12 Traditional market carcasses and 11 Halal market carcasses the physical-chemical and nutritional analysis were performed. Consumer tests for liking meat ewe were performed in order to find consumer's preference level for Traditional and Halal markets ewe meat. Considering as fixed factor the ewe meat market (Traditional and Halal), results were submitted to oneway Analysis of Variance (ANOVA) and to Principal Component Analysis (PCA). Results: The Halal market ewes have shown lower dressing percentages ($42.91{\pm}0.82$ vs $46.42{\pm}0.69$) and lower conformation score ($4.5{\pm}0.5$ vs $7.8{\pm}0.4$). The Halal market meat showed higher cooking loss in oven ($37.83{\pm}1.20$ vs $32.03{\pm}1.15%$), lesser Chroma value ($18.63{\pm}0.70$ vs $21.84{\pm}0.67$), and lesser Hue angle value ($0.26{\pm}0.02$ vs $0.34{\pm}0.02$). This product had also lower fat percentage ($4.2{\pm}0.4$ vs $7.09{\pm}0.4$). The traditional market meat had higher percentage in monounsatured fatty acids (MUFA) ($43.84{\pm}1.05$ vs $38.22{\pm}1.10$), while the Halal market meat had higher percentage in ${\omega}3$ poliunsatured fatty acids (PUFA) ($5.04{\pm}0.42$ vs $3.60{\pm}0.40$). The consumer test showed as the ewe meat was appreciate by the consumers. Conclusions: Both meat typologies have shown good nutritional characteristics. The traditional market meat had higher MUFA composition, and a better MUFA/satured fatty acids (SFA) ratio, while the Halal market meat had higher PUFA composition. These results were also supported by the PCA. The consumers preferred the traditional market meat.

Landast 영상을 이용한 변화탐지 분석 기법 연구 (Analytic Techniques for Change Detection using Landsat)

  • 최철웅;이창헌;서용철;김지용
    • 한국지리정보학회지
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    • 제12권3호
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    • pp.13-20
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    • 2009
  • 위성영상을 활용한 변화탐지 기법은 다중시기의 영상을 이용하여 토지의 이용현황에 대한 자연적, 인위적 변화를 효율적으로 탐지할 수 있다. 변화탐지의 경우 위성영상의 보정 방법, 입력데이터 종류, 변화분석 기법에 따라 상이한 결과가 나타난다. 즉, 변화탐지를 위해 동일한 위성과 동일한 영상을 사용하여도 다양한 조건에 따라 다른 결과가 나타나기에 연구 목적에 맞는 적합한 분석기법을 적용해야 한다. 본 연구는 영상의 보정방법에 따른 절대방사보정과 상대방사보정한 위성영상을 기하보정 후 정규식생지수(NDVI)와 주성분분석(PCA)을 하고, 이를 차연산기법(ID:Image Difference)과 비연산기법(IR:Image Rationing)을 이용해 변화탐지 분석을 했다. 그 결과 ID-NDVI의 경우 식생 관련 변화탐지에 매우 우수한 정확도를 나타냈고, ID-PCA는 전 영역에서 90%의 정확도를 보였다. IR-NDVI는 90%의 정확도를 보였으나 전답${\rightarrow}$초지의 경우 70%이하로 나타났고, IR-PCA 역시 전 영역에 대해 우수한 변화탐지능력을 보였다.

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여대생의 월경경험에 관한 주관성 (Subjectivity of Female College Students Menstruation Experience)

  • 황윤영;박은희;백선숙;김명희;김희영;이원유;류언나;박경숙
    • 여성건강간호학회지
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    • 제9권1호
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    • pp.39-49
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    • 2003
  • This study is an attempt to provide fundamental information on how to manage menstruation discomforts by surveying the subjective viewpoint s on menstruation from female college students. Utilizing 40 Q-samples in Seoul between May 1 and June 30, 2001, data has been collected from 30 randomized P-samples. Data analysis involves the PC QUANL Program, Q-factor analysis, and Principal Component Analysis. The result of the data analysis gives four types of categorizat ion as follows : The first is the "inconvenience-recognizing" type that includes 10 subjects out of 30. During menstruation, this type of subject usually complained of physical discomfort such as pain in the lower back and abdomen. Even though they considered menstruation to be troublesome, they did nothing about the in convenience. The second is the "positively-accepting" type that includes 7 subjects out of 30. This type of subject takes menstruation as natural and even a privilege for a woman. They think they are blessed to conceive a new life through their biological cycle. Therefore unlike other types, they rarely complained of any physical and psychological discomfort caused by menstruation. The third is the "destined course" type that includes 6 subjects out of 30. This type of subject endures the discomfort caused by menstruation with out any medication or medical treatment. They appeared to take menstruation a s fate without having any specially negative or positive attitude. The fourth is the "negatively-accepting" type that includes 7 out 30. This type of subject takes menstruation as negative, even if it is unavoidable for a woman. Menstruation, very negatively taken, felt uncomfortable and caused them to have pain in the lower back and abdomen and an oversensitive nervous system. The four types of attitude towards menstruation show their own characteristic features in dealing with menstruation. Understanding these features in detail will enhance nursing implementation which is related to menstruation. This study is intended to provide fundamental information with which nurses can deal with menstruation problems by investigating subjective viewpoints about menstruation. This study is a stepping stone on which further study on this subject can build to develop an effective and efficient way to deal with menstruation discomforts.

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파킨슨병 환자에서 한국어판 Dizziness Handicap Inventory의 라쉬 분석에 의한 임상측정 특성 평가 (Rasch Analysis of the Clinimetric Properties of the Korean Dizziness Handicap Inventory in Patients with Parkinson Disease)

  • 이다영;양희준;양동석;최진혁;박병수;박지윤
    • Research in Vestibular Science
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    • 제17권4호
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    • pp.152-159
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    • 2018
  • Objectives: The Korean Dizziness Handicap Inventory (KDHI), which includes 25 patient-reported items, has been used to assess self-reported dizziness in Korean patients with Parkinson disease (PD). Nevertheless, few studies have examined the KDHI based on item-response theory within this population. The aim of our study was to address the feasibility and clinimetric properties of the KDHI instrument using polytomous Rasch measurement analysis. Methods: The unidimensionality, scale targeting, separation reliability, item difficulty (severity), and response category utility of the KDHI were statistically assessed based on the Andrich rating scale model. The utilities of the orderedresponse categories of the 3-point Likert scale were analyzed with reference to the probability curves of the response categories. The separation reliability of the KDHI was assessed based on person separation reliability (PSR), which is used to measure the capacity to discriminate among groups of patients with different levels of balance deficits. Results: Principal component analyses of residuals revealed that the KDHI had unidimensionality. The KHDI had satisfactory PSR and there were no disordered thresholds in the 3-point rating scale. However, the KDHI showed several issues for inappropriate scale targeting and misfit items (items 1 and 2) for Rasch model. Conclusions: The KDHI provide unidimensional measures of imbalance symptoms in patients with PD with adequate separation reliability. There was no statistical evidence of disorder in polytomous rating scales. The Rasch analysis results suggest that the KDHI is a reliable scale for measuring the imbalance symptoms in PD patients, and identified parts for possible amendments in order to further improve the linear metric scale.

시간흐름을 고려한 특징 추출과 군집 분석을 이용한 헬스 리스크 관리 (Health Risk Management using Feature Extraction and Cluster Analysis considering Time Flow)

  • 강지수;정경용;정호일
    • 한국융합학회논문지
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    • 제12권1호
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    • pp.99-104
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    • 2021
  • 본 논문에서는 시간 흐름을 고려한 특징추출과 군집분석을 이용한 헬스 리스크 관리를 제안한다. 제안하는 방법은 세단계로 진행한다. 첫 번째는 전처리 및 특징추출 단계이다. 이는 웨어러블 디바이스를 이용하여 라이프로그를 수집하여 불완전데이터, 에러, 잡음, 모순된 데이터를 제거하며 결측 값을 처리한다. 그 다음 특징추출을 위해 주성분 분석을 통해 중요 변수를 선택하고, 상관계수와 공분산을 통해 데이터 간의 관계와 유사한 데이터들의 분류를 진행한다. 또한 라이프로그에서 추출한 특징을 분석하기 위해 시간의 흐름을 고려하여 K-means 알고리즘을 통해 동적 군집을 진행한다. 새로운 데이터는 오차 제곱합의 증가분을 기반으로 유사성 거리 측정 방법을 통해 군집을 진행하고, 시간의 흐름을 고려하여 군집에 대한 정보를 추출한다. 따라서 특징 군집을 통해 헬스 의사결정 시스템을 이용하여 신체적 특성, 생활습관, 질병여부, 헬스케어 이벤트 발생위험, 예상 정도 등의 요소를 통해 리스크를 관리할 수 있다. 성능평가는 Precision, Recall, F-measure을 사용하여 제안하는 방법과 퍼지방법, 커널기반 방법을 비교한다. 평가결과 제안하는 방법이 우수하게 평가된다. 따라서 제안하는 방법을 통해 유병자와의 유사도를 이용하여 정확한 사용자의 잠재적 건강 위험을 예측 및 적절한 관리가 가능하다.

Whole genome sequencing of Luxi Black Head sheep for screening selection signatures associated with important traits

  • Liu, Zhaohua;Tan, Xiuwen;Wang, Jianying;Jin, Qing;Meng, Xianfeng;Cai, Zhongfeng;Cui, Xukui;Wang, Ke
    • Animal Bioscience
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    • 제35권9호
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    • pp.1340-1350
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    • 2022
  • Objective: Luxi Black Head sheep (LBH) is the first crossbreed specialized for meat production and was developed by crossbreeding Black Head Dorper sheep (DP) and Small Tailed Han sheep (STH) in the farming areas of northern China. Research on the genomic variations and selection signatures of LBH caused by continuous artificial selection is of great significance for identifying the genetic mechanisms of important traits of sheep and for the continuous breeding of LBH. Methods: We explored the genetic relationships of LBH, DP, and several Mongolian sheep breeds by constructing phylogenetic tree, principal component analysis and linkage disequilibrium analysis. In addition, we analysed 29 whole genomes of sheep. The genome-wide selection signatures have been scanned with four methods: heterozygosity (HP), fixation index (FST), cross-population extended haplotype homozygosity (XP-EHH) and the nucleotide diversity (𝜃π) ratio. Results: The genetic relationships analysis showed that LBH appeared to be an independent cluster closer to DP. The candidate signatures of positive selection in sheep genome revealed candidate genes for developmental process (HoxA gene cluster, BCL2L11, TSHR), immunity (CXCL6, CXCL1, SKAP2, PTK6, MST1R), growth (PDGFD, FGF18, SRF, SOCS2), and reproduction (BCAS3, TRIM24, ASTL, FNDC3A). Moreover, two signalling pathways closely related to reproduction, the thyroid hormone signalling pathway and the oxytocin signalling pathway, were detected. Conclusion: The selective sweep analysis of LBH genome revealed candidate genes and signalling pathways associated with developmental process, immunity, growth, and reproduction. Our findings provide a valuable resource for sheep breeding and insight into the mechanisms of artificial selection.

고객 리뷰를 통한 모바일 앱 서비스 포지셔닝 분석: 비대면 진료 앱을 중심으로 (Customer Voices in Telehealth: Constructing Positioning Maps from App Reviews)

  • 김민재;이홍주
    • 지능정보연구
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    • 제29권4호
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    • pp.69-90
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    • 2023
  • 본 연구의 목적은 최근 확산되고 있는 국내 비대면 의료 서비스 애플리케이션의 서비스 속성과 소비자 반응을 정확히 평가하고 각 서비스간 차별성을 시각화하기 위한 방안을 모색하는 것이다. 이를 위해 국내에서 서비스 중인 주요 6개 비대면 진료 애플리케이션의 구글 플레이스토어 사용자 리뷰 데이터 총 2만 건을 수집하였다. 수집된 데이터에 대해 문장 단위로 분리한 후, BERTopic 모델링 기법을 적용하여 각 문장이 속한 서비스 속성에 대한 토픽을 도출하였다. 다음으로 미세조정된 KoBERT 모델을 통해 각 문장의 토픽에 대한 감성 점수를 예측하였다. 분석 결과, 사용자 리뷰로부터 애플리케이션 속성과 진료 속성 두 가지 범주 아래에서 각각 5개와 3개의 서비스 특성 토픽이 발견되었다. 애플리케이션 속성으로는 '예약 시스템', '사용 용이성', '재고 확인', '디자인', '안정성' 등이, 진료 속성으로는 '원격 의료적 속성', '편의성', '배송' 등이 도출되었다. 각 애플리케이션은 이러한 속성들에 대해 다른 수준의 감성 점수를 보였다. 주성분분석을 통해 속성별 감성 점수를 축약하여 2차원 공간 상의 포지셔닝 맵을 생성하였다. 결과적으로 본 연구는 비대면 진료 애플리케이션 사용자 리뷰 텍스트를 바탕으로 실증적 통계 방법과 텍스트 마이닝 기술을 접목하여 서비스 속성 도출, 감성 분석, 제품 포지셔닝 이라는 일련의 체계를 제시하고 있다. 이는 비대면 진료 애플리케이션의 서비스 품질과 소비자 반응을 객관적으로 진단할 수 있는 효과적인 방안이 될 것으로 기대된다.

국민식생활(國民食生活) 향상(向上)을 위(爲)한 곡류제품(穀類製品)의 경제적( 經濟的) 영향강화(營養强化)에 관(關)한 연구(硏究) (A Study on the Economical Nutrition Supplement of Cereal Food for Improvement in our National Eating Habits)

  • 주진순;유종열;김숙희;이기열;한인규
    • Journal of Nutrition and Health
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    • 제6권1호
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    • pp.1-9
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    • 1973
  • I. Subject of the Study: Studies on the economical nutrition supplement of cereal foods for the improvement in our notional eating habits. II. Purpose and Importance of the Study: 1. Our nation is confronted with the situation that the rice, a principal food, short of some essential amino acids, lysine and threonine, leads to imbalanced meals insufficient in the nutrient of protein, to bring many difficulties in the elevation of our national physique. 2. The shortage of even the rice imperfect in the nutrient of protein makes the import of lots of foreign rice inevitable. It is considered that the protein supplement and decrease in the consumption amount, of rice, is a serious key to the solution of our food difficulty, and then a way of the proetin supplement of rice through the addition of essential amino acid is to be rarely applied in the view of the our present finance and situation. 3. In the present experiment, therefore, it aims to the suggestion of an aspect of the improvement in our national eating habits guiding in the nutrition elevation which our nation can afford economically through the development of first, a way of the protein supplement by the mixture of cereals producted plentifully in our country, and second, a way of the decrease in the consumption amount and the improvement in the nutrition of rice through the substitution of the other cereals for rice. III. Contents of Scope of the Study: 1. Objects of the study: Objects of the study are the following three items; a) The nutrition supplement of rice through the mixture of cereals. Our nation makes mainly rice as a principal food, but practically many kinds of cereal are produced in our country. They contain different levels and qualities of each nutrient and they are different from one another in the kinds of essential amino acid consisting protein. For that reason, the mutual complement efficeincy of insufficient nutrients is observed through the mixture of cereals. b) The nutrition supplement of rice through the addition of superior protein sources to rice, a principal food. The development of rice as superior foods in the sense of nutrition is conducted through the risement in protein quality by the addition of protein sources in good quality, for example, fish flour (anchovy flour), egg powder, milk powder, and so on, and through the supplement of vitamins and minerals. c) The decrease in the consumption amount of rice through the substitution of the other cereals for rice, as a principal food. The compensation for the short amount of rice is made by the reduction in the consumption of rice through the discovery of a way of substitution of the other cereals for rice, as a principal food and of the settlement of problems in nutrition and finance subsequent to this. 2. Contents of the study: a) An ideal mixture-ratio of cereals is established for rats by feeding mixed foods(rice-barely or rice-wheat) containing 5%, 15%, 25%, 35% and 45% level of either barely or wheat. b) The nutritive value is determined in the whole subsititution of other foods for rice, and then, a way of the complement of over and under nutrients is devised. c) The ideal combination is investigated for rats through feeding mixed foods of main food, rice and supplement foods of protein sources, soy bean, fish flour, egg powder and milk Powder. d) According to results from the above three experiments, the concise functional test for men and the examination of economical property are made. 3. Scope of the study: a) The observation of the effect of each diet on the growth rate for rats. The growth rate of rats was observed for 15 groups of mixed foods of a main food, rice, and wheat flour, barley powder or soy bean powder, respectively, and 12 groups of wheat flour diets supplemented with $1{\sim}3%$ milk powder, and rice or wheat flour diets supplemented with 5% of milk powder, egg powder, fish flour or soy bean powder, respectively. b) The determination of food consumption. The food consumption was determined at weekly intervals for 27 kinds of diet described in a) item. c) The determination of food efficiency rate. The food efficiency rate for each diet was determined by calculation from the gained body weight and the food consumption amount at the same intervals described in b) item. d) The determination of protein efficiency rate. The protein efficiency rate for each diet was determined by calculation form gained body weight and the protein amount of the food consumption amount at the same intervals described c) item. e) The determination of the body component. The hematocrite and hemoglobin levels in the blood, total nitrogen in the serum, blood sugar, and lipids and glycogen in the liver were determined. f) The observation of nitrogen balance. As a means of the observation of nitrogen balance, the total nitrogen in the urine was determined. g) The analysis of economical property. The economical property was analyzed as the gained body weight to the amount equivalent to one won through the conversion of the food consumption amount into money. h) The functional test for men. The concise functional test for men was made in order to establish if the best diet for experimental animals can be applied to men. IV. Results of the Study: The national food product plan, nationwide nutritive enlightment and the improvement activities in our country eating habits, especially, mixed and powder food problems are to be significantly referred, and the following results must be applied. a) In the mixed foods of cereals, the mixed food of the rice-barley containing $5{\sim}15%$ level of barley is best in terms of nutrition. b) The addition of superior protein sources, egg, Bilk, soy bean, or fish, respectively to either rice or wheat flour makes a great risement in the nutritive value. c) The animal protein is more effective in the elevation of nutritive value of cereals. d) Rice takes the most nutritive operation and has the highest preference, among rice, wheat flour and barley. e) Wheat flour is more economical than rice in evaluation of the gained body weight to the regular money, and the addition of fish or soy bean is more economical than that of any other supplement food. But the above results are true of the range of nutrition and economical property. f) The study on the nutrition composition and barley will lead to the improvement in our national eating habits as mixed food of the rice-barley containing $5{\sim}15%$ level of barley is more nutritive. g) This study on the nutrition only for the growing animal can not be considered as a perfect and entire evaluation. Consequently, the perfect data for our national nutrition can be obtained from the experiment similar to this for the much longer period examining, in details, the growth rate, change of physical strength, mental and bodily change, average life span, and resistance ability to infectious diseases.

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