• Title/Summary/Keyword: Stress Status Identification

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A Machine Learning Approach for Stress Status Identification of Early Childhood by Using Bio-Signals (생체신호를 활용한 학습기반 영유아 스트레스 상태 식별 모델 연구)

  • Jeon, Yu-Mi;Han, Tae Seong;Kim, Kwanho
    • The Journal of Society for e-Business Studies
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    • v.22 no.2
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    • pp.1-18
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    • 2017
  • Recently, identification of the extremely stressed condition of children is an essential skill for real-time recognition of a dangerous situation because incidents of children have been dramatically increased. In this paper, therefore, we present a model based on machine learning techniques for stress status identification of a child by using bio-signals such as voice and heart rate that are major factors for presenting a child's emotion. In addition, a smart band for collecting such bio-signals and a mobile application for monitoring child's stress status are also suggested. Specifically, the proposed method utilizes stress patterns of children that are obtained in advance for the purpose of training stress status identification model. Then, the model is used to predict the current stress status for a child and is designed based on conventional machine learning algorithms. The experiment results conducted by using a real-world dataset showed that the possibility of automated detection of a child's stress status with a satisfactory level of accuracy. Furthermore, the research results are expected to be used for preventing child's dangerous situations.

Dispersive Wave Analysis of a Beam under Impact Load by Piezo-Electric Film Sensor and Wavelet Transform (충격하중을 받는 보에서 압전 필름센서와 웨이브렛 변환을 이용한 문산파동의 해석)

  • Kwon., Il-Bum;Choi, Man-Yong;Jeong., Hyun-Jo
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.5 no.4
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    • pp.215-225
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    • 2001
  • Stress waves monitored on the surface of structures under various loading conditions can provide useful information on the structural health status. In this paper, stress waves are measured by several sensors when a steel beam is impacted by a ball drop. The sensors used include the piezo-electric film Sensor, the electrical strain gage, and the ultrasonic transducer, and special attention is given to the pieza film sensor. The wavelet transform is used for the time-frequency analysis of dispersive waves propagating in the beam. The velocities of the wave produced in the team due to the lateral impact is found to be frequency-dependent and identified as the flexural wave velocity based on the comparisons with the Timoshenko beam theory. A linear impact site identification method is developed using the flexural wave, and the impact sites of the beam can be accurately estimated by the piezo film sensors. It is found that the piezo film sensor is appropriate for sensing stress waves due to impact and for locating impact sites in the beam.

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Factors Affecting Blood Pressure and Stress according to the Alcohol Use Disorders Identification Test Scores among Undergraduate Students (대학생의 알코올 사용장애 정도에 따른 혈압 및 스트레스의 영향요인)

  • Cho, Mi-Kyoung;Kim, Mi Young
    • Journal of Korean Biological Nursing Science
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    • v.19 no.4
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    • pp.215-226
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    • 2017
  • Purpose: The purpose of this study was to investigate the effects of general, health, and alcohol-related characteristics on blood pressure and stress according to the Alcohol Use Disorders Identification Test (AUDIT). Methods: This was a descriptive study. From participants in the 2013 Korea National Health and Nutrition Examination Survey, 319 participants who responded to the survey when they were attending college or university were selected. Data were analyzed using the SPSS Win 23.0 program for composite sample data reflecting the composite design elements of stratification, colonization, and weighting. Results: Mean age of onset of alcohol drinking was $17.91{\pm}0.16$ years, the average AUDIT score was $7.56{\pm}0.41$, and 25 (9.1%) participants fell into the high-risk drinking group. In the high-risk AUDIT group, systolic blood pressure was influenced by age, gender, institution, health status, body mass index, and suicidal ideation, and the explanatory power of the model ($R^2$) was 75.0%. For diastolic blood pressure, institution and health status were the influential factors, and $R^2$ was 66.2%. Predictors of stress were health status, depression, and the age of onset of drinking, and $R^2$ was 57.2%. Conclusion: It was confirmed that the explanatory power of the variables in models of systolic and diastolic blood pressure and stress is greater in those with higher scores on AUDIT.

Roles of Oxidative Stress in the Development and Progression of Breast Cancer

  • Nourazarian, Ali Reza;Kangari, Parisa;Salmaninejad, Arash
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.12
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    • pp.4745-4751
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    • 2014
  • Oxidative stress is caused by an imbalance in the redox status of the body. In such a state, increase of free radicals in the body can lead to tissue damage. One of the most important species of free radicals is reactive oxygen species (ROS) produced by various metabolic pathways, including aerobic metabolism in the mitochondrial respiratory chain. It plays a critical role in the initiation and progression of various types of cancers. ROS affects different signaling pathways, including growth factors and mitogenic pathways, and controls many cellular processes, including cell proliferation, and thus stimulates the uncontrolled growth of cells which encourages the development of tumors and begins the process of carcinogenesis. Increased oxidative stress caused by reactive species can reduce the body's antioxidant defense against angiogenesis and metastasis in cancer cells. These processes are main factors in the development of cancer. Bimolecular reactions cause free radicals in which create such compounds as malondialdehyde (MDA) and hydroxyguanosine. These substances can be used as indicators of cancer. In this review, free radicals as oxidizing agents, antioxidants as the immune system, and the role of oxidative stress in cancer, particularly breast cancer, have been investigated in the hope that better identification of the factors involved in the occurrence and spread of cancer will improve the identification of treatment goals.

Analysis of the Relationship between the Drinking Status and Job Stress of Firefighters (소방공무원의 음주 실태와 직무스트레스 관계 분석)

  • Shim, Gyu-Sik;Bang, Sung-Hwan;Ahn, Hee-Jeong
    • Fire Science and Engineering
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    • v.33 no.2
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    • pp.132-138
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    • 2019
  • This study examined the drinking status to determine the relationship between the AUDIT-K (Alcohol Use Disorders Identification Test-Korean) and job stress of firefighters. The study subject was 267 firefighters in areas C, K, and P, who were surveyed to investigate their drinking status and job stress. According to the study, the AUDIT-K was 152 people (56.9%) in the normal drinking group and 115 people (43.1%) in the problem drinking group. The most frequent answer of the frequency of drinking was 83 people (31.1%) in the 2-4 times of a month; the amount of drinking was 10 cups or more by 101 people (37.8%) in one sitting; the frequency of heavy drinking was every day in 77 people (28.8%). High group of job stress showed a significantly higher odds ratio with the problem drinking group (OR = 5.458, 95% CI = 1.108-26.886). Among them, the interpersonal relation conflict was found to be a major factor affecting AUDIT-K (OR = .332, 95% CI = .134 - .820). Therefore, their AUDIT-K scores can be lowered by reducing the job stress and interpersonal relation conflicts.

Effect of Post-traumatic Stress and Ways of Stress Coping on Problem Drinking in Firefighters (남자소방공무원의 외상 후 스트레스와 대처방식이 문제음주에 미치는 영향)

  • Jeon, Kyoung-Sun;Kang, Kyung-Ah
    • Korean Journal of Occupational Health Nursing
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    • v.26 no.4
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    • pp.218-226
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    • 2017
  • Purpose: The study aimed to determine the impact of post-traumatic stress and ways of stress coping on problem drinking in firefighters. Methods: Data were collected from May 11 to June 11, 2015, in fire brigades across South Korea. Participants were 183 male firefighters who used self-report questionnaires containing questions from the Impact of Event Scale-Revised (IES-R), Ways of Coping Checklist (WCC), and Alcohol Use Disorders Identification Test (AUDIT). Data were analyzed using $x^2$ test, t-test, and logistic regression with the SPSS/WIN 21.0 program. Results: The prevalence of PTSD among firefighters was 36.7% and that of problem drinking was 39.3%. Firefighters with single (OR=0.23, 95% CI=0.038~1.321) and married status (OR=0.46, 95% CI=0.069~3.040) were less likely to have problem drinking than those who were divorced or bereavement. Those with invasion symptoms (OR=1.17, 95% CI=1.031~1.327) and hyperarousal symptoms (OR=0.85, 95% CI=0.722~0.989) were more likely to have problem drinking than those with avoidance symptoms. Conclusion: Post-traumatic stress symptom was a major risk factor that increased problem drinking, and married status reduced problem drinking. There is a need to develop post-traumatic stress symptom management program and early education content for symptom management.

Job Identity and Job Stress on Elementary School Health Teachers (초등학교 보건교사의 직업 정체성과 직무 스트레스)

  • Oh, Jin-A;Kwon, Jin-Ok
    • Research in Community and Public Health Nursing
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    • v.21 no.3
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    • pp.341-350
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    • 2010
  • Purpose: The purpose of this study was to contribute to enhancing elementary school health teachers professional job performance by analyzing their job identity and job stress. Methods: The participants were 138 elementary school health teachers registered at the Busan Metropolitan City Office of Education, and the survey was conducted from the 22nd to 23rd of July, 2010. The collected data were analyzed by percentile, t-test, ANOVA, Pearson's correlation coefficient, and stepwise multiple regression using the SPSS/WIN 17.0 program. Results: The average percentiles of job identity and job stress were 70.6 and 64.0 respectively. Among the sub-factors of job identity, autonomy was highest as 73.5, and among the sub-factors of job stress, job demand was highest as 73.9. There were significant differences in the degree of job identity and job stress according to education status, the number of classes, job satisfaction, enthusiasm for work, and the image of nursing teachers expressed in a word. The regression model explained 21.2% of the variance of job identity. job stress explained 32.0% of the variance. Conclusion: It is important to develop various comprehensive programs for improving job identity and managing job stress. In addition, it is necessary to provide support systems including persons, promotion and rewards to school health teachers.

Job Stress Associated with Problematic Alcohol Drinking in Korean Employees (한국 직장인의 문제성 음주와 관련된 직무 스트레스 요인)

  • Lee, Daeun;Lim, Se-Won;Shin, Dong-Won;Oh, Kang-Seob;Shin, Young-Chul
    • Anxiety and mood
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    • v.13 no.1
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    • pp.39-45
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    • 2017
  • Objective : Korean employees tend to release their stress by alcohol drinking. This study aimed to investigate the association between job stress and problematic drinking in Korean employees. Methods : The study participants were 72,119 employees who attended health screenings and responded to the Alcohol Use Disorder Identification Test-Korea (AUDIT-K), Korean Occupational Stress Scale-Short Form (KOSS-SF), Center for Epidemiologic Study-Depression (CES-D), Beck Anxiety Inventory (BAI) and questionnaire on suicidal ideation and sociodemographic characteristics. We investigated the sociodemographic and clinical characteristics of the problematic drinking group ($AUIDT-K{\geq}12$) and used binary logistic regression to determine the impact of job stress on problematic drinking. Results : Age, gender, marital status, education year, sleep duration, obesity, smoking, suicidal ideation, and depression and anxiety showed significant differences between the problematic drinking group and normal group. Among the various kinds of job stresses, job insecurity and lack of reward were associated with problematic drinking. Conclusion : The result of this study suggested that certain kinds of job stress might be associated with problematic drinking in Korean employees.

A WblA-Binding Protein, SpiA, Involved in Streptomyces Oxidative Stress Response

  • Kim, Jin-Su;Lee, Han-Na;Lee, Heung-Shick;Kim, Pil;Kim, Eung-Soo
    • Journal of Microbiology and Biotechnology
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    • v.23 no.10
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    • pp.1365-1371
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    • 2013
  • The Streptomyces coelicolor wblA gene is known to play a negative role in both antibiotic biosynthesis and the expression of genes responding to oxidative stress. Recently, WhcA, a WblA ortholog protein, was confirmed to interact with dioxygenase-encoding SpiA ($\underline{s}$tress $\underline{p}$rotein $\underline{i}$nteracting with Whc$\underline{A}$) in Corynebacterium glutamicum. We describe here the identification of a SpiA ortholog SCO2553 protein ($SpiA_{sc}$) that interacts with WblA in S. coelicolor. Using heterologous expression in E. coli and in vitro pull-down assays, we show that WblA specifically binds $SpiA_{sc}$, and is influenced by oxidants such as diamide. These data indicate that the interaction between WblA and $SpiA_{sc}$ is not only specific but also modulated by the redox status of the cell. Moreover, a $spiA_{sc}$-disruption mutant exhibited a less sensitive response to the oxidative stress induced by diamide present in solid plate culture. Real-time RT-PCR analysis also showed that transcription levels of oxidative stress response genes (sodF, sodF2, and trxB) were higher in the $spiA_{sc}$-deletion mutant than in wild-type S. coelicolor. These results show that $SpiA_{sc}$ negatively regulates WblA during oxidative stress responses in S. coelicolor.

Suppressive Effect of FARFARE FLOS Extracts on Oxidative Stress and Inflammatory Response through the Antioxidative Mechanism (FARFARE FLOS의 항산화 기전을 통한 산화적 스트레스 및 염증 반응 억제효과)

  • Shin, Seung-An;Lee, Min-Ja;Lee, Hye-Sook;Park, Won-Hwan
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.25 no.2
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    • pp.280-293
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    • 2011
  • There is currently increased interest in the identification of antioxidant compounds that are pharmacologically potent and have low or no side effects. Plants produce significant amounts of antioxidants to prevent the oxidative stress caused by photons and oxygen, therefore they represent a potential source of new compounds with antioxidant activity. FARFARE FLOS has been frequently used on the respiratory system including bronchitis, phthisis. In this study, the antioxidant activity of extract from FF was studied in vitro methods by measuring the antioxidant activity by TEAC, measuring the scavenging effects on reactive oxygen species (ROS) [superoxide anion, hydroxyl radical] and on reactive nitrogen species (RNS) [nitric oxide and peroxynitrite] as well as measuring the inhibitory effect on Cu2+-induced human LDL oxidation. The FF extracts were found to have a potent scavenging activity, as well as an inhibitory effect on LDL oxidation. And this study was designed to evaluate whether FFEA may ameliorate oxidative stress and inflammatory status through the antioxidative mechanism in LPS-stimulated RAW 264.7 murine macrophage cell line. Treatment of RAW 264.7 cells with FFEA significantly reduced LPS-stimulated inflammatory response in a dose-dependent manner. In conclusion, the FF extracts have anti-oxidative and anti-inflammatory effects in vitro system, which can be used for developing pharmaceutical drug against oxidative stress and atherosclerosis.