• 제목/요약/키워드: Multiple regression model

검색결과 2,533건 처리시간 0.034초

Other faunas, coral rubbles, and soft coral covers are important predictors of coral reef fish diversity, abundance, and biomass

  • Imam Bachtiar;Tri Aryono Hadi;Karnan Karnan;Naila Taslimah Bachtiar
    • Fisheries and Aquatic Sciences
    • /
    • 제26권4호
    • /
    • pp.268-281
    • /
    • 2023
  • Coral reef fisheries are prominent for the archipelagic countries' food sufficiency and security. Studies showed that fish abundance and biomass are affected by biophysical variables. The present study determines which biophysical variables are important predictors of fish diversity, abundance, and biomass. The study used available monitoring data from the Indonesian Research Center for Oceanography, the National Board for Research and Innovation. Data were collected from 245 transects in 19 locations distributed across the Indonesian Archipelago, including the eastern Indian Ocean, Sunda Shelf (Karimata Sea), Wallacea (Flores and Banda Seas), and the western Pacific Ocean. Principal component analysis and multiple regression model were administered to 13 biophysical metrics against 11 variables of coral reef fishes, i.e., diversity, abundance, and biomass of coral reef fishes at three trophic levels. The results showed for the first time that the covers of other fauna, coral rubbles, and soft corals were the three most important predictor variables for nearly all coral reef fish variables. Other fauna cover was the important predictor for all 11 coral reef fish variables. Coral rubble cover was the predictor for ten variables, but carnivore fish abundance. Soft coral cover was a good predictor for corallivore, carnivore, and targeted fishes. Despite important predictors for corallivore and carnivore fish variables, hard coral cover was not the critical predictor for herbivore fish variables. The other important predictor variables with a consistent pattern were dead coral covered with algae and rocks. Dead coral covered with algae was an important predictor for herbivore fishes, while the rock was good for only carnivore fishes.

재가 중.노년 여성의 골밀도와 낙상두려움 및 낙상효능감에 관한 연구 (Fear of Falling and Falls Efficacy with Bone Mineral Density in the Middle and Old Aged Women)

  • 이혜영;박원숙;양형인
    • 근관절건강학회지
    • /
    • 제16권1호
    • /
    • pp.5-12
    • /
    • 2009
  • Purpose: The purpose of this study was to investigate bone mineral density(BMD) and fear of falling and falls efficacy in the middle and old aged women over 50 years. Methods: The subjects consisted of 409 women. One-way ANOVA, Pearson's correlations and multiple regression were used to test the BMD, fear of falling and falls efficacy scale by using SPSSWIN 12.0. The BMD of the calcaneus were measured with peripheral dual energy x-ray absorptiometry(DEXA). Results: The average age was 63 years old and the average T-score was -3.21 in patient with osteoporosis, -1.72 with osteopenia, and .13 with normal. There were significant differences in the status of the BMD according to age(p=.000), height(p=.000), weight(p=.000), married status(p=.000), age of menarche(p=.002), and menopause(p=.002). The fear of falling was related with falls efficacy(r=-.247, p=.01), BMD(r=-.337, p=.01). Falls efficacy($\beta$=-.21, p=.000)and BMD($\beta$=-.26, p=.000) were predicting variables of fear of falling. The model explained 13% of the variance in fear of falling(F=27.38, p=.000). Conclusion: Fear of falling and falls efficacy were related with the bone mineral density. Falls efficacy and BMD may be useful for the predicting fear of falling for women in middle and old age. Further studies with assessment of fall-related risk-factors and a longitudinal study are necessary to assess with falls efficacy, and BMD with age.

Feeding characteristics in infancy affect fruit and vegetable consumption and dietary variety in early childhood

  • Kyoung-Nam Kim;Moon-Kyung Shin
    • Nutrition Research and Practice
    • /
    • 제17권2호
    • /
    • pp.307-315
    • /
    • 2023
  • BACKGROUND/OBJECTIVES: Previous studies have shown an association between breastfeeding and higher fruit and vegetable consumption and the level of dietary variety in children. However, few studies have reported this association on the feeding characteristics. Therefore, this study examined the association of the feeding characteristics with the consumption of fruit and vegetable and dietary variety in children. SUBJECTS/METHODS: This study recruited 802 participants from their parents with information on their feeding, and 24-h dietary recall. The associations of the feeding characteristics with fruit and vegetable consumption and dietary variety score (DVS) were analyzed using a multiple logistic regression model. RESULTS: Compared to the feeding type of exclusive breastfed children, exclusive formula-fed children had a significant association with a lower DVS (odds ratio [OR], 0.42, 95% confidence interval [CI], 0.23-0.77). Fruit and vegetable consumption was classified into 6 groups: non-salted vegetables (NSV), salted vegetables (SV), fruit (F), total vegetables (TV), non-salted vegetables + fruit (NSVF), and total vegetables + fruit (TVF). According to the mean level of fruit and vegetable consumption, compared to the duration of total breastfeeding for 6 month or less, a greater duration of breastfeeding for 12 mon had a significant association with a higher intake of NSVF and TVF (OR, 1.85, 95% CI, 1.20-2.85 and OR, 1.89, 95% CI, 1.22-2.92). On the other hand, the early introduction of formula feeding for 4 mon had a significant association with a lower intake of F and NSVF (OR, 0.59, 95% CI, 0.38-0.91 and OR, 0.63, 95% CI, 0.40-0.99). CONCLUSIONS: These results confirm that breastfeeding is associated with higher fruit and vegetable consumption and dietary variety, whereas formula feeding is associated with lower fruit and vegetable consumption and dietary variety. Therefore, the feeding characteristics in infants may affect fruit and vegetable consumption and dietary variety in children.

말초 정맥주사 삽입 어려움 예측을 위한 노모그램 구축 (Construction of a Nomogram for Predicting Difficulty in Peripheral Intravenous Cannulation)

  • 김경숙;최수정;장수미;안현주;나은희;이미경
    • 가정간호학회지
    • /
    • 제30권1호
    • /
    • pp.48-58
    • /
    • 2023
  • Purpose: The purpose of this study was to construct a nomogram for predicting difficulty in peripheral intravenous cannulation (DPIVC) for adult inpatients. Methods: This study conducted a secondary analysis of data from the intravenous cannulation cohort by intravenous specialist nurses at a tertiary hospital in Seoul. Overall, 504 patients were included; of these, 166 (32.9%) patients with failed cannulation in the first intravenous cannulation attempt were included in the case group, while the remaining 338 patients were included in the control group. The nomogram was built with the identified risk factors using a multiple logistic regression analysis. The model performance was analyzed using the Hosmer-Lemeshow test, area under the curve (AUC), and calibration plot. Results: Five factors, including vein diameter, vein visibility, chronic kidney disease, diabetes, and chemotherapy, were risk factors of DPIVC. The nomogram showed good discrimination with an AUC of 0.81 (95% confidence interval: 0.80-0.82) by the sample data and 0.79 (95% confidence interval: 0.74-0.84) by bootstrapping validation. The Hosmer-Lemeshow goodness-of-fit test showed a p-value of 0.694, and the calibration curve of the nomogram showed high coherence between the predicted and actual probabilities of DPIVC. Conclusion: This nomogram can be used in clinical practice by nurses to predict DPIVC probability. Future studies are required, including those on factors possibly affecting intravenous cannulation.

Development and Validation of an Integrated Healthy Workplace Management Model in Taiwan

  • Fu-Li Chen;Peter Y. Chen;Chi-Chen Chen;Tao-Hsin Tung
    • Safety and Health at Work
    • /
    • 제13권4호
    • /
    • pp.394-400
    • /
    • 2022
  • Background: Impacts of exposure are generally monitored and recorded after injuries or illness occur. Yet, absence of conventional after-the-effect impacts (i.e., lagging indicators), tend to focus on physical health and injuries, and fail to inform if workers are not exposed to safety and health hazards. In contrast to lagging indicators, leading indicators are proactive, preventive, and predictive indexes that offer insights how effective safety and health. The present study is to validate an extended Voluntary Protection Programs (VPP) that consists of six leading indicators. Methods: Questionnaires were distributed to 13 organizations (response rate = 93.1%, 1,439 responses) in Taiwan. Cronbach α, multiple linear regression and canonical correlation were used to test the reliability of the extended Voluntary Protection Programs (VPP) which consists of six leading indicators (safe climate, transformational leadership, organizational justice, organizational support, hazard prevention and control, and training). Criteria-related validation strategy was applied to examine relationships of six leading indicators with six criteria (perceived health, burnout, depression, job satisfaction, job performance, and life satisfaction). Results: The results showed that the Cronbach's α of six leading indicators ranged from 0.87 to 0.92. The canonical correlation analysis indicated a positive correlation between the six leading indicators and criteria (1st canonical function: correlation = 0.647, square correlation = 0.419, p < 0.001). Conclusions: The present study validates the extended VPP framework that focuses on promoting safety and physical and mental health. Results further provides applications of the extended VPP framework to promote workers' safety and health.

Sentinel-1 및 Sentinel-2 위성영상기반 식생지수를 활용한 용담댐 유역의 토양수분 산정 (Soil moisture estimation of YongdamDam watershed using vegetation index from Sentinel-1 and -2 satellite images)

  • 손무빈;정지훈;이용관;우소영;김성준
    • 한국수자원학회:학술대회논문집
    • /
    • 한국수자원학회 2021년도 학술발표회
    • /
    • pp.161-161
    • /
    • 2021
  • 본 연구에서는 금강 상류의 용담댐 유역(930.0 km2)을 대상으로 Sentinel-1 SAR(Synthetic Aperture Radar) 및 Sentinel-2 MultiSpectral Instrument(MSI) 위성영상을 활용한 토양수분 산출연구를 수행하였다. 연구에 사용된 자료는 10 m 해상도의 Sentinel-1 IW(Interferometric Wide swath) mode GRD(Ground Range Detected) product의 VV(Vertical transmit-Vertical receive) 및 VH(Vertical transmit-Horizontal receive) 편파자료와 Sentinel-2 Level-2A Bottom of Atmosphere(BOA) reflectance 자료를 2019년에 대해 각 6일 및 5일 간격으로 구축하였다. 위성영상의 Image processing은 SNAP(SentiNel Application Platform)을 활용하여 Sentinel-1 영상의 편파 별(VV, VH) 후방산란계수와 Sentinel-2의 적색(Band-4) 및 근적외(Band-8) 영상을 생성하였다. 토양수분 산출 모형은 다중선형회귀모형(Multiple Linear Regression Model)을 활용하였으며, 각 지점에 해당하는 토양 속성별로 모형을 생성하였다. 모형의 입력자료는 Sentinel-1 위성의 편파별 후방산란계수, Sentinel-1 위성에서 산출된 식생지수 RVI(Radar Vegetation Index)와 Sentinel-2 위성에서 산출된 NDVI(Normalized Difference Vegetation Index)를 활용하여 식생의 영향을 반영하고자 하였다. 모의 된 토양수분을 검증하기 위해 6개 지점의 TDR(Time Domain Reflectometry) 기반 실측 토양수분 자료를 수집하고, 상관계수(Correlation Coefficient, R), 평균제곱근오차(Root Mean Square Error, RMSE) 및 IOA(Index of Agreement)를 활용하여 전체 기간 및 계절별로 나누어 검증할 예정이다.

  • PDF

한국주식시장에서 가용성 어림짐작과 닻내림 어림짐작의 유효성에 관한 실증연구 (An Empirical Study on the Validity of the Availability Huristics and Anchoring Huristics in the Korean Stock Market)

  • 손삼호;이정환;이세준
    • 아태비즈니스연구
    • /
    • 제14권1호
    • /
    • pp.265-279
    • /
    • 2023
  • Purpose - The purpose of this paper is to compare and review behavioral economics models that explain stock price changes after large-scale price shocks in the Korean stock market and to find a suitable model. In this paper, among the theories reviewed, it was confirmed that the anchoring heuristics theory has high explanatory power for stock prices after large-scale stock price fluctuations. Design/methodology/approach - This paper conducts an event study on stock price shocks in which the individual stocks that make up the KOSPI200 index show more than 10% fluctuation on a daily basis. In order to materialize the abstract predictions of heuristics theories in a varifiable form, this paper uses the daily stock price index change as a reference point for availability heuristics, and uses the 52-week highest and lowest price as reference point for anchoring heuristics. Research implications or Originality - As a result of the empirical analysis, the stock price reversals did not consistently appear for changes in the daily index. On the other hand, the stock price drifts consistently appeared around the 52-week highest and the 52-week lowest price. And in the multiple regression analysis that controlled for company-specific and event-specific variables, the results that supported the anchoring heuristics were more evident. These results suggest that it is possible to establish an investment strategy using large-scale price change in Korean stock market.

노인간호 가상 시뮬레이션 교육에서 몰입경험, 학습역량이 학습만족도에 미치는 영향 (The Effects of Flow Experience and Learning Competency on Learning Satisfaction in Gerontological Nursing Virtual Simulation Education)

  • 권영숙
    • 한국응용과학기술학회지
    • /
    • 제39권2호
    • /
    • pp.182-192
    • /
    • 2022
  • 본 연구는 가상 시뮬레이션기반 노인간호 실습교육 실시 후 간호대학생의 몰입경험과 학습역량이 학습만족도에 미치는 영향을 파악하기 위한 조사연구이다. 연구 대상자는 간호대학 학생 72명을 대상으로 하였고, 자료수집은 2021년 4월 2일부터 5월 7일까지 온라인 설문을 통해 수행하였다. 자료분석은 SPSS/WIN 24.0을 이용하여 기술통계, 상관관계 및 다중회귀분석을 사용하였다. 연구결과, 가상 시뮬레이션 교육 후 간호대학생의 학습만족도는 몰입경험(r=.656, p<.001), 학습역량(r=.672, p<.001)과 유의한 정적 상관관계를 보였다. 학습만족도에 가장 영향력이 있는 요인은 학습역량(𝛽=.459, p<.001), 몰입경험(𝛽=.413, p<.001)으로 나타났으며 모형의 설명력은 60.9%이었다. 그러므로 가상 시뮬레이션 교육 후 학습만족도를 향상시키기 위해서 실습에 대한 몰입을 촉진하고 개개인의 학습역량을 향상시킬 수 있는 방안들을 개발할 것을 제언한다.

한국 폐경 여성의 허리둘레/신장비 및 안정시 심박수와 심혈관-대사 위험요인과의 상관성 (The Association of Waist to Height Ratio and Resting Heart Rate with Cardio-metabolic Risk Factors in Korean Postmenopausal Women)

  • 박하늬;변지용;전용관
    • 운동과학
    • /
    • 제28권1호
    • /
    • pp.82-90
    • /
    • 2019
  • PURPOSE: The purpose of this study was to examine the association of waist to height ratio (WHtR) and resting heart rate (RHR) with cardio-metabolic risk factors among Korean postmenopausal women. METHODS: A cross-sectional analysis was performed using the 2015 Korea National Health and Nutrition Examination Survey. The analysis included a total of 1,540 postmenopausal women. RESULTS: Individuals with higher WHtR (>0.56) showed significantly higher glucose, triglyceride, insulin, Homeostatic Model Assessment for Insulin resistance (HOMA-IR), total cholesterol, systolic and diastolic blood pressure compared with ones with lower WHtR (≤0.51). Similar findings were found in those with higher RHR (≥90 bpm) compared with ones with lower RHR (<60 bpm) for glucose and HOMA-IR. When determining the combined effects of WHtR and RHR on the prevalence of metabolic syndrome, individual with WHtR above 0.5 and RHR above 80 bpm showed 10.39 times higher prevalence of metabolic syndrome compared with those with WHtR below 0.5 and RHR below 70 bpm. We further performed multiple linear regression analysis to understand how WHtR and RHR contribute to fasting glucose, and found that both WHtR and RHR contribute to fasting glucose levels independent of age, education level, marital status and income level. CONCLUSIONS: The current study showed that the WHtR and RHR are associated with cardio-metabolic risk factor and prevalence of metabolic syndrome in Korean postmenopausal women.

노인일자리사업의 교육만족도가 사업효과성에 미치는 영향과 직무만족도의 매개효과 (The Influence of the Educational Satisfaction on the Project Effectiveness of Employment Promotion Project for the Elderly - A Mediating Effect of Participation Satisfaction -)

  • 김동배;유병선;정규형
    • 사회복지연구
    • /
    • 제43권2호
    • /
    • pp.267-293
    • /
    • 2012
  • 본 연구의 목적은 노인일자리사업의 사업효과성에 미치는 교육만족도의 영향력을 검증하고 이 관계에서의 직무만족도의 매개효과를 분석하는 것이다. 연구에 활용된 자료는 한국노인인력개발원에서 실시한 2010년 노인일자리사업 참여노인 실태조사 원자료이며, 1,220명이 분석대상이다. 연구방법은 기술분석과 단순상관분석을 실시하였으며, 다중회귀분석으로 연구모형을 검증하고, Sobel test를 통해 직무만족도의 매개효과를 분석하였다. 분석 결과 노인일자리사업의 교육만족도는 직무만족도에 유의미한 영향을 미치는 것으로 나타났다. 그리고 교육만족도는 사업효과성에 직접적인 영향을 미칠 뿐만 아니라 직무만족도를 매개로 하여 영향을 미치는 매개효과가 있는 것으로 나타났다. 이러한 연구결과를 바탕으로, 노인일자리사업의 사업효과성을 높이기 위해서는 참여 노인에 대한 교육의 중요성을 인식하고 향후 교육프로그램의 발전방향에 대해 제언하며, 직무만족도 또한 고려해야 함을 제시하였다.