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청소년 건강행태에 따른 정신건강 위험 예측: 하이브리드 머신러닝 방법의 적용 (Predicting Mental Health Risk based on Adolescent Health Behavior: Application of a Hybrid Machine Learning Method)

  • 고은경;전효정;박현태;옥수열
    • 한국학교보건학회지
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    • 제36권3호
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    • pp.113-125
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    • 2023
  • Purpose: The purpose of this study is to develop a model for predicting mental health risk among adolescents based on health behavior information by employing a hybrid machine learning method. Methods: The study analyzed data of 51,850 domestic middle and high school students from 2022 Youth Health Behavior Survey conducted by the Korea Disease Control and Prevention Agency. Firstly, mental health risk levels (stress perception, suicidal thoughts, suicide attempts, suicide plans, experiences of sadness and despair, loneliness, and generalized anxiety disorder) were classified using the k-mean unsupervised learning technique. Secondly, demographic factors (family economic status, gender, age), academic performance, physical health (body mass index, moderate-intensity exercise, subjective health perception, oral health perception), daily life habits (sleep time, wake-up time, smartphone use time, difficulty recovering from fatigue), eating habits (consumption of high-caffeine drinks, sweet drinks, late-night snacks), violence victimization, and deviance (drinking, smoking experience) data were input to develop a random forest model predicting mental health risk, using logistic and XGBoosting. The model and its prediction performance were compared. Results: First, the subjects were classified into two mental health groups using k-mean unsupervised learning, with the high mental health risk group constituting 26.45% of the total sample (13,712 adolescents). This mental health risk group included most of the adolescents who had made suicide plans (95.1%) or attempted suicide (96.7%). Second, the predictive performance of the random forest model for classifying mental health risk groups significantly outperformed that of the reference model (AUC=.94). Predictors of high importance were 'difficulty recovering from daytime fatigue' and 'subjective health perception'. Conclusion: Based on an understanding of adolescent health behavior information, it is possible to predict the mental health risk levels of adolescents and make interventions in advance.

일방향 순차층위 스네이크 모델에 의한 디지털영상의 특징점 추적 (Feature Points Tracking of Digital Image By One-Directional Iterating Layer Snake Model)

  • 황중원;황재호
    • 대한전자공학회논문지SP
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    • 제44권4호통권316호
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    • pp.86-92
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    • 2007
  • 2D 영상의 특징점을 추적하는 이산동적 모델을 고안한다. 종래의 스네이크 접근은 내외 추진력으로 구성된 에너지함수를 최소화하도록 구획을 변형시켜가면서 영상 내의 원하는 특징에 밀착시켜간다. 이 때 스네이크화소를 중심한 인접화소군은 사각형 같은 평면 2차 행렬이다. 본 논문에서는 유사 특성점들을 상호 연결하는 모델 구조를 제시한다. 에너지모델은 그 국부최소점이 활성처리에 유용한 교차 해법에 적합하도록 설계한다. 추적시 선 형태의 1차 행렬 블록을 사용한다. 진행 방향의 반대 끝 라인으로부터 굴곡상태를 만족하는 시발점들을 선정하고 에너지 최소처리를 통해 이웃 라인으로 순차 자동 이동한다. 추적 경로는 상승 하강점 또는 극대 극소점과 같은 굴곡 한계에 의존한다. 이와 같은 층위적 접근은 인접데이터 라인 사이에 수직 또는 수평 방향으로 높은 상관성을 갖는 일방향 특성이 있는 디지털 영상의 특징점 추적에 유용하다. 그리고 인체 경동맥초음파영상에서 그 내 외막 시점을 추적하는 실험으로 알고리즘의 효과를 확인하였다.

이동형 X선 발생장치의 2차 방사선 차폐를 위한 선속조절기 개발 연구 (Development of Radiation Restrictor for Secondary Radiation Shielding of Mobile X-ray Generator)

  • 구본열;김가중
    • 대한방사선기술학회지:방사선기술과학
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    • 제41권5호
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    • pp.397-403
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    • 2018
  • Mobile X-ray generators are used not in the radiation area but in open space, which causes the exposure of secondary radiation to the healthcare professionals, patients, guardians, etc., regardless of their intentions. This study aimed to investigate the shielding effect of the developed radiation restrictor to block the secondary radiation scattered during the use of mobile X-ray generator. Upon setting the condition of mobile X-ray generator with chest AP, spatial doses were measured by the existence of human equivalent phantom and radiation restrictor, and measured by the existences of phantom and radiation restrictor at the same length of 100 cm. Measurements were taken at intervals of 10 cm every $30^{\circ}$ from $-90^{\circ}$ (head direction) to $+90^{\circ}$ (body direction). Upon the study results, spatial doses in all direction were increased by 45% on average when using phantom in the same condition, however, they were decreased by 64% on average when using the developed radiation restrictor. The dose at 100 cm from the center of X-ray was $3.0{\pm}0.08{\mu}Gy$ without phantom and was increased by 40% with $4.2{\pm}0.08{\mu}Gy$ after phantom usage. The dose when using phantom and the developed radiation restrictor was $1.4{\pm}0.08{\mu}Gy$, which was decreased by 66% compared to the case without using them. Therefore, it is considered the scattered radiation can be shielded at 100-150 cm, the regulation of the distance between beds, effectively with the developed radiation restrictor when using mobile X-ray generators, which can lower the radiation exposure to the people nearby including healthcare professionals and patients.

Chemical Components of Paecilomyces tenuipes (Peck) Samson

  • Hong, In-Pyo;Nam, Sung-Hee;Sung, Gyoo-Byung;Chung, In-Mo;Hur, Hyeon;Lee, Min-Woong;Kim, Mi-Kyung;Guo, Shun-Xing
    • Mycobiology
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    • 제35권4호
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    • pp.215-218
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    • 2007
  • The caterpillar-shaped Chinese medicinal mushroom (DongChongXiaCao) looks like a worm in the winter and like a grass in the summer. The fruiting body has been regarded as popular folk or effective medicines used to treat human diseases such as asthma, bronchial and lung inflammation, and kidney disease. The fruiting bodies of Paecilomyces tenuipes that formed on the living silkworm (Bombyx mon) host were used in this examination. This study was carried out to investigate the proximate composition, soluble sugar, amino acid and fatty acid profiles, and contents of the bioactive ingredient including adenosine and D-mannitol in the fruiting-bodies. The moisture content was 57.56%. Soluble sugars found were glycerol, glucose, mannitol and sucrose, and the contents exceeded $24\;mgg^{-1}dry$ weight. Total free amino acid content was $17.09\;mgg^{-1}dry$ weight. Arginine, glycine, proline and tyrosine were main amino acids. The content of oleic acid in fatty acids was high. Adenosine was more abundant in fruiting bodies than corpus.

사물인터넷 기반 미세먼지 모니터링 시스템 설계 및 구현 (Design of Fine Dust Monitoring System based on the Internet of Things)

  • 김태연
    • 한국정보전자통신기술학회논문지
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    • 제15권1호
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    • pp.14-26
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    • 2022
  • 최근 대기환경오염의 심각성이 커짐에 따라 대기오염에 대한 관심도가 높아지고 있다. 본 논문에서 제안한 사물 인터넷 기반 미세먼지 모니터링 시스템은 대기환경오염 중 인체에 영향을 미치는 가장 큰 원인인 미세먼지, 휘발성 유기화합물, 이산화탄소 등을 측정하고 모니터링 할 수 있도록 하였다. 미세먼지 모니터링 시스템은 대기환경정보를 측정할 수 있는 측정 장치, 측정된 정보를 저장 및 분석할 수 있는 서버 시스템, 대기환경정보를 실시간으로 시각화 분석이 가능하도록 관리자용 통합 모니터링 관리 시스템과 사용자용 스마트 폰 애플리케이션으로 구성하여 하였다. 또한, 시스템의 응답속도, 센서 데이터의 전송속도, 센서의 측정오차를 이용하여 제안한 사물인터넷 기반 미세먼지 모니터링 시스템의 효율성을 검증하고자 하였다. 사물인터넷 기반 미세먼지 모니터링 시스템은 대기환경정보를 휴대용 미세먼지 측정 장치로 측정한 후 대기오염상태를 시각화함으로써 사용자의 편리성과 시스템의 효율성을 증대시킬 수 있을 것이라 기대한다.

Dietary zinc intake and sources among Koreans: findings from the Korea National Health and Nutrition Examination Survey 2016-2019

  • Jee-Seon Shim;Ki Nam Kim;Jung-Sug Lee;Mi Ock Yoon;Hyun Sook Lee
    • Nutrition Research and Practice
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    • 제17권2호
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    • pp.257-268
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    • 2023
  • BACKGROUND/OBJECTIVES: Zinc is an essential trace mineral which is important for the growth and development of the human body and immunological and neurological functions. Inadequate zinc intake may cause zinc deficiency with its adverse consequences. In this study, we aimed to estimate the dietary zinc intake levels and sources among Koreans. SUBJECTS/METHODS: For this secondary analysis, we obtained data from the Korea National Health and Nutrition Examination Survey (KNHANES) 2016-2019. Individuals aged ≥ 1 yr who had completed a 24-h recall were included. The dietary zinc intake of each individual was calculated by applying data from a newly developed zinc content database to the KNHANES raw data. We also compared the extracted data with the sex-, age-specific reference values suggested in the Korean Dietary Reference Intakes 2020. The prevalence of adequate zinc intake was then evaluated by the proportion of the individuals who met the estimated average requirement (EAR). RESULTS: The mean zinc intake of Koreans aged ≥ 1 yr and adults aged ≥ 19 yrs were 10.2 and 10.4 mg/day, equivalent to 147.4% and 140.8% of the EAR, respectively. Approximately 2 in 3 Koreans met the EAR for zinc, but the zinc intake differed slightly among the different age and sex groups. In children aged 1-2 yrs, 2 out of 5 exceeded the upper level of intake, and nearly half of the younger adults (19-29 yrs) and the elders (≥ 75 yrs) did not meet the EAR. The major contributing food groups were grains (38.9%), meats (20.4%), and vegetables (11.1%). The top 5 food contributors to zinc intake were rice, beef, pork, egg, and baechu kimchi, which accounted for half of the dietary intake. CONCLUSION: The mean zinc intake among Koreans was above the recommended level, but 1 in 3 Koreans had inadequate zinc intake and some children were at risk of excessive zinc intake. Our study included zinc intake from diet only, thus to better understand zinc status, further research to include intake from dietary supplements is needed.

부산지역 결혼이주여성의 건강관련 실태 (Health Status of Married Immigrant Women in Busan)

  • 박형숙;배경의;김동희;윤애련
    • 기본간호학회지
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    • 제15권1호
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    • pp.80-88
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    • 2008
  • Purpose: By focusing on immigrant women's problems and considering human rights, resettlement plans and marital-life adaptation, health status is often overlooked. It was examined in this study. Method: The participants were 110 immigrant women who lived in Busan. Data were collected from September to November 2007 using a questionnaire. Results: One of five of the women had been hospitalized for a delivery, about 25% were pregnant, and most (80.9 %) have never had a pap-smear test. The average score for anxiety was 3.0 (${\pm}2.50$) and for depression 2.9 (${\pm}2.71$). Most were in the normal range for blood pressure, body mass index(BMI), blood sugar and urine test. There was a significant difference in level of anxiety according to education (F=3.42, p=.020) and in level of depression according to age (F=4.05, p=.020), number of children(t=-.444, p=.009), financial status (F=3.75, p=.027) and satisfaction with life (F=6.38, p=.002). There were significant differences in BMI according to age (F=7.73, p=.001), native nation (F=18.38, p=.000), period of stay in Korea (F=3.11, p=.049), education (F=3.82, p=.012), number of children (t=-4.26, p=.040). Conclusion: Although the health status of the immigrant women was good, procreative care protocols should be developed to support immigrant women who are pregnant.

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웨어러블 스마트 액추에이터의 특성과 제품동향 분석 (Analysis on the Characteristics and Product Trend of Wearable Smart Actuator)

  • 이혜원;서성은;노정심
    • 한국의류학회지
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    • 제41권6호
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    • pp.1022-1038
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    • 2017
  • Wearable smart products contributed to expand the concept of modern clothing in terms of closer communication between wearers and the surrounding environment. This study investigated the concept of wearable smart actuators and characteristics of actuating feedback. The representative product development trends over the past 10 years are examined based on the method of actuating feedback. A first keyword search from Naver and Google reused to select the final 58 products based on the second key keyword actuating feedback. The wearable smart actuator system works in a similar way to a human body system such as those of the information processing process. Actuating feedback is delivered directly to the user as the last signal of the system, which has visual, auditory and tactile feedback. It works in complex at the device to be delivered to the user. Actuator feedback is divided into three types of active and passive, depending on the user situation, the overall purpose of the product, the collected information, and the device dependency. Active actuating feedback determines and actuates the situation on behalf of the user when the user is in an emergency or a disability situation. Passive actuating feedback plays a role in environmental monitoring to help in a healthy daily life.

Production of Cloned Korean Native Pig by Somatic Cell Nuclear Transfer

  • Hwang, In-Sul;Kwon, Dae-Jin;Oh, Keun Bong;Ock, Sun-A;Chung, Hak-Jae;Cho, In-Cheol;Lee, Jeong-Woong;Im, Gi-Sun;Hwang, Seongsoo
    • 한국발생생물학회지:발생과생식
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    • 제19권2호
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    • pp.79-84
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    • 2015
  • The Korean native pig (KNP) have been considered as animal models for animal biotechnology research because of their relatively small body size and their presumably highly inbred status due to the closed breeding program. However, little is reported about the use of KNP for animal biotechnology researches. This study was performed to establish the somatic cell nuclear transfer (SCNT) protocol for the production of swine leukocyte antigens (SLA) homotype-defined SCNT KNP. The ear fibroblast cells originated from KNP were cultured and used as donor cell. After thawing, the donor cells were cultured for 1 hour with 15 ${\mu}M$ roscovitine prior to the nuclear transfer. The numbers of reconstructed and parthenogenetic embryos transferred were $98{\pm}35.2$ and $145{\pm}11.2$, respectively. The pregnancy and delivery rate were 3/5 (60%) and 2/5 (40%). One healthy SLA homotype-defined SCNT KNP was successfully generated. The recipient-based individual cloning efficiency ranged from 0.65 to 1.08%. Taken together, it can be postulated that the methodological establishment of the production of SLA homotype-defined cloned KNP can be applied to the generation of transgenic cloned KNP as model animals for human disease and xenotransplantation researches.

Research Trends for Performance, Safety, and Comfort Evaluation of Agricultural Tractors: A Review

  • Kabir, Md. Shaha Nur;Ryu, Myong-Jin;Chung, Sun-Ok;Kim, Yong-Joo;Choi, Chang-Hyun;Hong, Soon-Jung;Sung, Je-Hoon
    • Journal of Biosystems Engineering
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    • 제39권1호
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    • pp.21-33
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    • 2014
  • Background: Significant technological development and changes happened in the tractor industries. Contrariwise, the test procedures of the major standard development organizations (SDO's) remained unchanged or with a little modification over the years, demanding new tractor test standards or improvement of existing ones for tractor performance, safety, and comfort. Purpose: This study focuses on reviewing the research trends regarding performance, safety and comfort evaluation of agricultural tractors. Based on this review, few recommendations were proposed to revise or improve the current test standards. Review: Tractor power take-off power test using the DC electric dynamometer reduced human error in the testing process and increased the accuracy of the test results. GPS signals were used to determine acceleration and converted into torque. High capacity double extended octagonal ring dynamometer has been designed to measure drawbar forces. Numerical optimization methodology has been used to design three-point hitch. Numerous technologies, driving strategies, and transmission characteristics are being considered for reducing emissions of gaseous and particulate pollutants. Engine emission control technology standards need to be revised to meet the exhaust regulations for agricultural tractors. Finite Element Analysis (FEA) program has been used to design Roll-Over Protective Structures (ROPS). Program and methodology has been presented for testing tractor brake systems. Whole-body vibration emission levels have been found to be very dependent upon the nature of field operation performed, and the test track techniques required development/adaptation to improve their suitability during standardized assessment. Emphasizes should be given to improve visibility and thermal environment inside the cab for tractor operator. Tractors need to be evaluated under electromagnetic compatibility test conditions due to large growing of electronic devices. Research trends reviewed in this paper can be considered for possible revision or improvement of tractor performance, safety, and comfort test standards.