• Title/Summary/Keyword: 피어슨 상관관계

Search Result 359, Processing Time 0.027 seconds

Development of Mid-range Forecast Models of Forest Fire Risk Using Machine Learning (기계학습 기반의 산불위험 중기예보 모델 개발)

  • Park, Sumin;Son, Bokyung;Im, Jungho;Kang, Yoojin;Kwon, Chungeun;Kim, Sungyong
    • Korean Journal of Remote Sensing
    • /
    • v.38 no.5_2
    • /
    • pp.781-791
    • /
    • 2022
  • It is crucial to provide forest fire risk forecast information to minimize forest fire-related losses. In this research, forecast models of forest fire risk at a mid-range (with lead times up to 7 days) scale were developed considering past, present and future conditions (i.e., forest fire risk, drought, and weather) through random forest machine learning over South Korea. The models were developed using weather forecast data from the Global Data Assessment and Prediction System, historical and current Fire Risk Index (FRI) information, and environmental factors (i.e., elevation, forest fire hazard index, and drought index). Three schemes were examined: scheme 1 using historical values of FRI and drought index, scheme 2 using historical values of FRI only, and scheme 3 using the temporal patterns of FRI and drought index. The models showed high accuracy (Pearson correlation coefficient >0.8, relative root mean square error <10%), regardless of the lead times, resulting in a good agreement with actual forest fire events. The use of the historical FRI itself as an input variable rather than the trend of the historical FRI produced more accurate results, regardless of the drought index used.

Effect of psychological separation, self-control, college satisfaction on the smartphone addiction of nursing students (간호대학생의 심리적 분리, 자기통제력, 학교만족도가 스마트폰 중독에 미치는 영향)

  • Yang, Hyun Joo
    • The Journal of the Convergence on Culture Technology
    • /
    • v.7 no.4
    • /
    • pp.85-93
    • /
    • 2021
  • The purpose of this study was to investigate the effect of psycological separation, self-control, college satisfaction of smartphone addiction in nursing students. Data were collected from 201 nursing students in B city and analyzed by t-test, ANOVA, Pearson correlation coefficient, and multiple regression using SPSS/WIN 22.0. The degree of smartphone addiction in nursing students was 2.23±.58. There were significant differences in smartphone addiction with respect to alcohol drinking(t=2.530, p=.012), smoking(t=2.302, p=.022), study-time(t=6.036, p=.001), smartphone average daily using time(t=6.036, p=.001). There was negative correlation between smartphone addiction and self-control(r=-.443, p<.001), college satisfaction(r=-.210, p=.033). The factors affecting smartphone addiction of the study subjects were self-control(𝛽=-.355, p<.001), smartphone average daily using time(𝛽=.231, p<.001), smorking(𝛽=-.132, p=.033), with an explanatory power of 27.5%. Through this research requires the fellow study to determine the factors affecting smartphone addiction of nursing students.

Factors influencing career preparation behavior in nursing students (간호대학생의 진로준비행동 영향 요인)

  • Kim, Min Hye;Byun, Eun Kyung
    • The Journal of the Convergence on Culture Technology
    • /
    • v.7 no.4
    • /
    • pp.137-145
    • /
    • 2021
  • The purpose of this study was to understand the degree of major satisfaction, nursing professional intuition, self leadership, and career preparation behavior of nursing college students, and to identify factors that influence career preparation behavior. Data were collected from 202 nursing college students in B city and analyzed by t-test, ANOVA, Pearson correlation coefficient, and multiple regression using SPSS/WIN 22.0. The degree of career preparation behavior in nursing college students was 3.16±.85. There were significant differences in career preparation behavior with respect to grade(t=-4.86, p<.001), college life satisfaction (F=11.82, p<.001). There was positive correlation between career preparation behavior and major satisfaction (r=.34, p<.001), nursing professional intuition(r=.24, p=.001), and self leadership(r=.54, p<.001). Factors affecting the career preparation behavior of the study subjects were self leadership(β=.491, p<.001), grade(β=.284, p<.001), college life satisfaction(β=.133, p=.039), and the explanatory power was 37.3%. Through this research requires the fellow study to determine the factors affecting career preparation behavior of nursing students.

Influences of Smartphone Overuse on Health and Academic Impairment in Adolescents : Using Data from Korea Youth Risk Behavior Web-based Survey of 2017 (스마트폰 과사용이 청소년의 건강과 학업에 미치는 영향 : 2017년 청소년건강행태온라인조사 자료를 이용하여)

  • Moon, Jong-Hoon;Jeon, Min-Jae;Song, E-Seul
    • Journal of Korea Entertainment Industry Association
    • /
    • v.13 no.2
    • /
    • pp.177-186
    • /
    • 2019
  • The purpose of this study was to investigate the influences of the smartphone overuse on health and academic impairment in adolescents. This study used data from Korea youth risk behavior web-based survey of 2017. This survey was conducted on 64,991 adolescents(middle and high school students), and 62,276 (95.8%) responded. The researchers used frequency analysis, independent t test, chi-square test and Pearson correlation analysis using SPSS 22. As a result, the usage rate of adolescents's smartphone was 54,603 out of 62,276, which was 87.7%. The purpose of smartphone usage was messenger(1st rank, 27.3%), SNS(2nd rank, 18.7%) and game(3rd rank, 13.3%). The average daily use time of the smartphone was 206.68±194.73 minutes. Girl students showed significantly more use time of smartphones than boy students(p<.001). Students with more than 206 minutes of smartphone use had worse health and academic performance than students with less than 206 minutes(p<.001). Time of smart phone usage and academic ability showed a weak correlation(p<.001, r=.245). The present findings showed that the higher the smartphone usage, the lower the health level and academic ability, and the author discussed these results.

Effect of Learning Flow and Problem Solving Ability, Professor-student Interaction on Academic Achievement of Nursing Students in Untact Lecture (비대면 수업에서 간호대학생의 학습몰입, 문제해결능력, 교수-학생 상호작용이 학업성취도에 미치는 영향)

  • Sook Hee Choi
    • The Journal of the Convergence on Culture Technology
    • /
    • v.9 no.3
    • /
    • pp.271-279
    • /
    • 2023
  • The purpose of this study was to investigate the effect of learning flow, problem solving ability, professor-student interaction of academic achievement in nursing students. Data were collected from 274 nursing students in B city and analyzed by t-test, ANOVA, Pearson correlation coefficient, and hierarchial multiple regression using SPSS/WIN 22.0. The degree of academic achievement in nursing students was 3.70±0.70. There were significant differences in academic achievement with grade(F=4.755, p=.003), campus life satisfaction(F=5.643, p=.004), major satisfaction(t=5.794, p=.003), adapting to COVID-19(F=7.961, p<.001), satisfaction to non-face-to-face environment class(F=18.353, p<.001). There was positive correlation between academic achievement and learning flow(r=.649, p<.001), problem solving ability(r=.333, p<.001), professor-student interaction(r=.479, p<.001). The factors affecting academic achievement of the study subjects were learning flow(β=.563, p<.001), professor-student interaction(β=.280, p<.001), with an explanatory power of 52.0%. Therefore, strategies increase the academic achievement of nursing students in untact lecture, and environment improvement to increase learning flow and professor-student interaction are needed.

Smartphone-Attachable Vascular Compliance Monitoring Module (스마트폰 탈착형 혈관 탄성 모니터링 모듈)

  • Se-Hwan Yang;Ji-Yong Um
    • Journal of IKEEE
    • /
    • v.28 no.2
    • /
    • pp.221-227
    • /
    • 2024
  • This paper presents a smartphone-attachable vascular compliance monitoring module. The proposed sensor module measures photoplethysmogram (PPG) and reconstructs an accelerated PPG waveform. The feature points are extracted from the accelerated PPG waves, and vascular compliance is estimated using these extracted features. The module is powered via the smartphone's USB terminal and transmits the acquired waveforms along with vascular compliance values through Bluetooth. The transmitted waveforms and vascular compliance value are displayed through the smartphone application. This work proposes an assessment method for consistency of PPG instrumentation, and it was implemented in a processor of sensor module. The proposed sensor module can be easily attached to smartphone that does not support PPG instrumentation, providing simple measurment and numerical analysis of vascular compliance. To verify the performance of the implemented sensor module, we acquired vascular compliance and pulse pressure data from 29 subjects. Pulse pressure, which serves as a representative indicator of vascular compliance, was obtained using a commercial blood pressure monitor. The analysis results showed that the Pearson coefficient between vascular compliance and pulse pressure was 0.778, confirming a relatively high correlation between two metrics.

Assessment of antero-posterior skeletal relationships in adult Korean patients in the natural head position and centric relation (자연 두부 위치 및 안정위에서 한국 성인 환자 골격의 전.후 관계 결정)

  • Ahn, Jang-Hoon;Bae, Kwang-Hak;Park, Young-Ju;Hong, Ryoon-Ki;Nam, Joeng-Hun;Kim, Mi-Ja
    • The korean journal of orthodontics
    • /
    • v.40 no.6
    • /
    • pp.421-431
    • /
    • 2010
  • Objective: This study aimed to verify the intra-individual reproducibility of the natural head position (NHP) in adult Korean patients in the centric relation (CR) position and to prove the inter-individual variability of the Frankfurt horizontal (FH) plane and sella-nasion (SN) line compared to the true horizontal line (THL). In addition, the study aimed to investigate the correlations between linear measurements from A-point and B-point to the nasion true vertical line (NTVL) and angular measurements from A-point and B-point to the SN line. Methods: Two lateral cephalograms were taken of 116 subjects (23 males, 93 females) with CR wax bites in a NHP at a one-week interval. Results: Method errors of three variables and intraclass correlation coefficients of six parameters proved the intra-individual reproducibility of NHP (p < 0.001). The angle of the FH to the THL was not significantly different from $0^{\circ}$ (p > 0.05), but it was clinically variable (SD $3.89^{\circ}$) on the inter-individual level. Conversely, the angle of the SN line to the THL was significantly different from $7^{\circ}$ (p < 0.05). Very low correlation was found between the linear measurements and angular measurements of A-point and B-point (p < 0.01). Conclusions: The NTVL could be a useful reference line for assessing the antero-posterior position of the maxilla and mandible of Korean adult patients in NHP and CR.

The Effects of MERS(Middle East Respiratory Syndrome) Event on the Psychosocial Wellbeing of Healthcare Workers and the Public with the Mediating Effect of Resilience (메르스(Middle East Respiratory Syndrome)사태에 따른 병원종사자와 일반인의 스트레스 정도가 사회심리적 건강에 미치는 영향과 회복탄력성의 매개효과)

  • Kwon, Hyuk-Min;Kim, Tae-Hyung;Choi, Mal-Rye;Kim, Byoung-Jo;Kim, Hyoung-Wook;Song, Ok-Sun;Eun, Hun-Jeong
    • Korean Journal of Psychosomatic Medicine
    • /
    • v.25 no.2
    • /
    • pp.111-119
    • /
    • 2017
  • Objectives : The purpose of this study is to investigate the effects of stress on psychosocial wellbeing at the time of an outbreak of Middle East respiratory syndrome(MERS) and to investigate the effect of resilience as a mediator on the relationship between stress and psychosocial wellbeing. Methods : Perceived Stress Scale, Psychosocial Wellbeing Index Short Form, and the Conner-Davidson Resilience Scale was implemented for 156 medical persons who worked at the hospital in which exposure to MERS cases had been confirmed and 127 ordinary people. We conducted a Pearson correlation coefficient and a hierarchical multiple regression to confirm the effect of stress on psychosocial wellbeing and the mediating effect of resilience between stress and psychosocial wellbeing. Results : The higher the perceived stress, the lower the psychosocial wellbeing in both healthcare workers and the public. The higher the perceived stress, the lower the resilience and the research results showed that there was a partially mediating effect of resilience in the relationship between stress and psychosocial wellbeing. Conclusions : This study demonstrated that the degree of individual resilience can indirectly give a positive effect on the psychosocial wellbeing when people under the stress by MERS shows adverse effects on psychosocial wellbeing. This suggests that clinical intervention and psychosocial approach aiming at strengthening resilience is important to maintain mental health during crisis development.

Study on the Relationship Among Children's Theory of Mind, Social Competence, and Emotional Intelligence (유아의 마음이론, 사회적 능력, 그리고 정서 지능 간의 관련성 연구)

  • Ahn, Hyo Jin;Kim, Sang Lim;Lee, Si Ja
    • Korean Journal of Childcare and Education
    • /
    • v.8 no.5
    • /
    • pp.179-202
    • /
    • 2012
  • This study examined the relationship among children's theory of mind, social skills, and emotional intelligence. A total of 76 five-year old children in the Seoul area participated in this study. Children were tested on three different type of theory of mind tasks and teachers rated their children's emotional intelligence and social competency. SPSS 18, t-test, correlation analysis, and step-wise of multilateral regression were performed for data collection. The results were as follows: First, 40.8% of participants passed the task of theory of mind. There were significant differences in total score of theory of mind, social competence skills, and emotional intelligence between successors and failures. Second, by gender, there were significant differences in total score of theory of mind, social competence skills, and emotional intelligence. Third, there was a relationship between theory of mind and social competence skills, social competence skills and emotional intelligence, and theory of mind and emotional intelligence.

The Effects of Organizational Politics and Conflicts on Quality of Communication among Nurses (조직 내 정치와 구성원 간 갈등이 의사소통의 질에 미치는 영향에 관한 연구: 간호조직을 대상으로)

  • Cheong, Jong One
    • Journal of Digital Convergence
    • /
    • v.19 no.1
    • /
    • pp.285-293
    • /
    • 2021
  • Politics and conflicts within organizations are natural phenomena found in any type of organization, affecting organizational outcomes and output variables. Nevertheless, there are not many previous studies on politics and conflict within nursing organizations. Therefore, in this study, we would like to analyze how the internal politics and conflicts, which have been excluded from the previous studies related to nursing organizations, affect the quality of communication between nurses. Data were collected from 310 nurses in an university hospital. Using SPSS21, the data were analyzed by descriptive statistics, Pearson's correlation analysis, and multiple regression analyses. As results of the analyses, the organizational politics and relationship conflict have negative effect on the quality of vertical and horizontal communication, and task conflict has a positive effect on them. Organizational politics and relationship conflict have negative effects on quality of formal communication. Organizational politics and conflicts did not significantly affect the quality of informal communication. These results suggest that active, managerial efforts should be executed to overcome the negative effects of organizational politics and emotional conflicts among nurses. Furthermore, empirical research on organizational politics and conflicts within nurses organizations should be expanded.