• 스마트미디어저널
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• 제11권4호
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• pp.19-29
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• 2022

IoT 기술의 발전에 따라 스마트팜을 활용하는 농가가 증가하고 있다. 스마트팜은 환경을 모니터링하고, 원격 또는 자동으로 최적의 내부 환경을 조성하여 작물의 생산량 및 품질을 향상시킨다. 이를 위해 수집되는 농업 디지털 데이터를 활용하여 작물의 생산성을 예측하는 기술에 대한 연구가 활성화되고 있다. 그러나 생산량 예측을 위한 연구에서는 기존의 통계자료를 바탕으로 하는 통계모델 기반의 연구가 대부분이며, 이에 따라 예측 정확도가 낮은 문제점이 존재한다. 본 연구에서는 시설 원예 스마트팜에 수집된 농업 디지털 데이터를 활용하여 다양한 머신러닝 모델을 통해 생산량 및 판매 수익금을 예측하고, 성능을 비교하였다. 성능을 비교한 모델은 다중선형회귀, 서포트벡터머신, 인공신경망, 순환신경망, LSTM, ConvLSTM이다. 성능 비교 결과 ConvLSTM가 R2 값 및 RMSE 값에서 가장 우수한 성능을 나타내었다.

• 한국컴퓨터정보학회논문지
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• 제27권3호
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• pp.1-12
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• 2022

해양조난사고 발생 시 해상 익수자의 안전과 생명 보장을 위해 구조자산을 활용한 신속한 탐색 및 구조작전은 매우 중요하다. 본 연구는 해양관측부이에서 수집되는 기상정보에 다중선형회귀분석, 의사결정나무, 서포트벡터머신, 벡터자기회귀, 순환신경망의 LSTM을 활용하여 울릉도 북서해역의 표층해류를 분석하고 유향과 유속에 대한 각각의 예측모형을 구축하여 예측된 유향과 유속정보를 통해 해상 익수자의 이동경로를 예측하는 모형들을 제안한다. 본 연구에서 적용한 다양한 기계학습 모형을 MAE와 RMSE의 성능 평가척도로 비교해 볼 때 LSTM이 가장 우수한 성능을 보였다. 또한, 익수자 이동지점과 예측모형의 예측지점 간 거리 차이에 있어서도 LSTM이 다른 모형들에 비해 탁월한 성능을 나타내었다.

• 임상간호연구
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• 제28권1호
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• pp.34-44
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• 2022

Purpose: The purpose of this study was to examine the level of Person-centered Critical Care Nursing (PCCN) and the factors influencing PCCN for nurses in Intensive Care Units (ICU). Methods: This study was designed by cross-sectional descriptive correlational study. The participants included 147 ICU nurses in two general hospitals in Seoul, Korea. Demographic characteristics, PCCN, communication skills, professionalism, and work environment were measured. The collected data were analyzed using descriptive statistical analysis, independent t-test, One-way ANOVA, Pearson's correlation coefficient, and stepwise multiple linear regression with the SPSS/Win 25.0 program. Results: The average age of the participants was 29.6±4.7 years and the mean work experience in the ICU was 4.67±3.52 years. The level of PCCN was 3.70±0.41, which was moderate to high, and it significantly showed a positive correlation with therapeutic communication skills (r=.66, p<.001), global interpersonal communication competence (r=.42, p<.001), professionalism (r=.38, p<.001), and work environment (r=.16, p=.048). The factors influencing PCCN were identified as therapeutic communication skill and global interpersonal communication competence (Adj R²=.45, p<.001). Conclusion: The findings of this study were confirmed that the strategies to promote PCCN are necessary to enhance therapeutic communication skill and global interpersonal communication competence. In addition, they may be particularly meaningful in providing basic data for nursing education and future intervention development research to promote PCCN for the ICU nurses. For improving PCCN for healthcare providers in ICU, further studies should be conducted to develop education and intervention programs.

• 한국치위생학회지
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• 제22권2호
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• pp.143-151
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• 2022

Objectives: This study investigates dropout intention and the structural relationship between the dental hygienist role and satisfaction with the study major perceived by dental hygiene students. Methods: A survey was conducted on 269 dental hygiene students. The survey items covered general characteristics, department choice motivation, the desirability of dental hygienist career, practice clinical experience, perception of dental hygienist role, satisfaction with study major, and dropout intention. Independent sample t-test, one-way ANOVA, Mann-Whitney U test, multiple linear regression analysis, and structural equation modeling were used for statistical analysis. Results: The dropout intention level of dental hygiene students was 2.4 out of 5.0. Satisfaction with study major partially mediates perception of dental hygienist role and dropout intention (direct effect=0.182, p=0.024, indirect effect=-0.437, p=0.010). Perception of dental hygienist role (β=-0.255, p=0.010) and satisfaction with study major (β=-0.661, p=0.010) showed a negative relationship with dropout intention. The factor most affecting dropout intention was satisfaction with study major. Dropout intention was high when selecting a major based on external motivations (β=-0.448, p<0.001). Conclusions: Perception of dental hygienist role and satisfaction with study major directly or indirectly affect dropout intention. Therefore, improving satisfaction with study major and improving the perception of dental hygienists will help reduce dropout intention.

• 한국임상약학회지
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• 제31권4호
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• pp.301-310
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• 2021

Background: Trust is a key component for the good relationship between patients and healthcare professionals but trust for community pharmacists has not been studied much. Objectives: This study aimed to measure public trust in community pharmacists and to investigate variables that affect trust level in South Korea. Methods: A total of 25 questions, including 13-items for three dimensions of trust (pharmacists' behavior/attitude, technical competence, communication skills) and 1-item for overall trust were developed. The survey was conducted online and the data from 416 respondents were analyzed with a t-test, an ANOVA and a multiple linear regression analysis. Results: The average scores (mean ± standard deviation) for the three dimensions of trust in community pharmacists were 3.47±1.05 (out of 5 points) for pharmacists' behavior/attitude, 3.67 ± 0.99 for technical competence, and 3.66±0.99 for communication skills. The average of the 13 items incorporating all parameters was 3.56±1.02 and the overall trust level was 7.16±1.62 (out of 10 points). The total sum of the 13 items differed significantly by age group (p=0.02) and frequency of pharmacy visits (p=0.04). Each dimension had an independent impact on the trust level, and pharmacists' behavior/attitude had the greatest impact on trust levels. Conclusions: This study showed that pharmacists' behavior/attitude had the most significant impact on the trust level. However, the level of trust in pharmacists' behavior/attitude is not yet sufficiently satisfactory, and further improvements are required to increase trust in community pharmacists.

• Safety and Health at Work
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• 제13권2호
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• pp.148-154
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• 2022

Background: Bus driving is a mentally demanding activity that requires prolonged attention to ensure safety. The aim of the study was to assess mental fatigue caused by driving a public bus and to find a profile of workers at higher risk. Methods: We evaluated changes of critical flicker fusion (CFF) (index of central arousal) and heart rate variability (HRV) (index of autonomic balance) in a 6-hour driving shift on a real route, in 31 professional bus drivers, and we tested the influence of personal factors such as sleep quality, BMI, and age. Paired t-test was used to test differences of CFF and HRV between both initial and final phase of driving, while multiple linear regression tested the influence of personal variables on the indexes of mental fatigue. Results: Results showed that CFF significantly decreased after 6 hours of bus driving (41.91 Hz, sd 3.31 vs. 41.15 Hz, sd 3.15; p = 0.041), and heart rate significantly decreased in the final phase of driving, with respect to the initial phase (85 vs. 78 bpm, p = 0.027). Increasing age (beta = -0.729, p = 0.022), risk of obstructive sleep apnea syndrome (beta = -0.530, p = 0.04), and diurnal sleepiness (beta = -0.406, p = 0.017) showed a significant effect on influencing mental fatigue. Conclusion: Elderly drivers at higher risk of sleep disorders are more prone to mental fatigue, when exposed to driving activity. Monitoring indexes of central arousal and autonomic balance, coupled with the use of structured questionnaires can represent a useful strategy to detect profile of workers at higher risk of mental fatigue in such duty.

• 유통과학연구
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• 제20권8호
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• pp.93-103
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• 2022

Purpose: Online shopping festivals have quickly become the newest trend in online shopping worldwide due to the COVID-19 pandemic. This has led to marketing distribution channels that traditionally emphasized traditional techniques having turned to electronic commerce platforms. Although the pandemic scenario encourages online purchasing, other factors, such as the influence of participation intention to shop during the Online Shopping Festival, must also be considered. Research design, data and methodology: Multiple linear regression analysis was used to test the hypothesis based on data from 121 respondents who are actively involved with online shopping activities in Klang Valley, Selangor. Results: The results of this study show that promotion categories and the perceived influence of mass participation have a significant influence on participation intention. Meanwhile, the perceived temptation of price promotion and perceived fun promotional activities did not significantly influence participation intention. Conclusions: Theoretically, this study contributes to the literature by using the Theory of Planned Behavior and Stimulus-Response models to explain the factors that drive participation intention for online shopping. In practice, this study attracts and encourages customers to shop during the festival day because various attractive promotions are offered by sellers in Malaysia.

• 한국병원경영학회지
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• 제27권2호
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• pp.34-43
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• 2022

Objective: Telemedicine service is gaining importance in remote military areas. This study aimed to explore the mediating effect of user satisfaction on the association between military telemedicine service's quality and customer loyalty. Methods: The research data comprised the results of a satisfaction survey on 1,116 military telemedicine satisfaction surveys conducted from November 1 to November 31, 2021. T-tests and ANOVA were analyzed to confirm the difference in satisfaction and loyalty according to the general characteristics of the study subjects. User satisfaction, customer loyalty, and mediating effects were analyzed using multiple linear regression analysis. Results: Among the study subjects, 458 were affiliated with the Army, 68 with the Navy, and 36 with the Air Force. Among the quality of telemedicine service, tangibility, reliability, and empathy affected user satisfaction while reliability and empathy affected customer loyalty. Since the standardized coefficient beta of empathy was 0.150 (P=0.018), it was confirmed that it significantly affected customer loyalty by mediating user satisfaction. Conclusion: The telemedicine service's quality affects users' satisfaction and customer loyalty. Moreover, there was the mediating effect of user satisfaction on the association between telemedicine service and customer loyalty. Therefore, the reliability and reliability of the current telemedicine service can be improved through the replacement of outdated equipment and performance improvement, expansion of medicines in telemedicine units, and improvement of medical services through periodic CS education to increase the customers' satisfaction and loyalty.

• 중환자간호학회지
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• 제15권2호
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• pp.50-63
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• 2022

Purpose : This study aimed to identify intensive care units (ICU) nurses' experience of traumatic events, deliberate rumination, self-disclosure, social support, and post-traumatic growth (PTG), and to explore relationships among the variables. Methods : Participants were 157 nurses who have provided direct patient care for six months or more in ICUs at a university hospital. Collected data were analyzed using descriptive statistics, independent t-tests, one-way ANOVAs, Pearson correlations, and multiple linear regressions using the SPSS/WIN version 23.0. Results : The PTG was found to be significantly associated with deliberate rumination (r=0.36, p<.001), self-disclosure (r=0.39, p<.001), and social support (r=0.54, p<.001). Factors that affect PTG significantly were found in the order of social support (𝛽=0.40, p<.001), self-disclosure (𝛽=0.25, p<.001), and deliberate rumination (𝛽=0.24, p<.001). The final regression model explained 40.1% of the variance of PTG (F=26.33, p<.001). Conclusion : The influencing factors identified in this study on PTG, including social support, self-disclosure, and deliberate rumination should be included in programs to promote PTG for ICU nurses who may experience traumatic events repeatedly.

• 대한치과교정학회지
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• 제52권3호
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• pp.201-209
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• 2022

Objective: To compare the removal torque of microimplants upon post-use removal and post-retention removal and to assess the influencing factors. Methods: The sample group included 241 patients (age, 30.25 ± 12.2 years) with 568 microimplants. They were divided into the post-use (microimplants removed immediately after use or treatment) and post-retention (microimplants removed during the retention period) removal groups. The removal torque in both groups was assessed according to sex, age, placement site and method, and microimplant size. Pearson correlation and multiple linear regression analyses were performed for evaluating variables influencing the removal torque. Results: The mean period of total in-bone stay of microimplants in the post-retention removal group (1,237 days) was approximately two times longer than that in the post-use removal group (656.28 days). The removal torques in the post-retention removal group (range, 4-5 N cm) were also higher than those in the post-use removal group. The mandible and pre-drilling groups demonstrated higher placement and removal torques than did the maxilla and no-drilling groups, respectively. In the no-drilling post-use removal group, the placement torque and microimplant length positively correlated with the removal torque. In the post-retention removal group, unloading in-bone stay period and microimplant diameter positively correlated with the removal torque in the no-drilling and pre-drilling methods, respectively. Conclusions: The removal torques differed according to the orthodontic loading and removal time of microimplants. With prolonged retention of microimplants inserted using the no-drilling method, the removal torque was clinically acceptable and positively correlated with the unloading in-bone stay period.