摘要
Objective:To investigate college students' acceptance of flipped classroom and its influencing factors, so as to provide basis and suggestions for the promotion of flipped classroom in colleges and universities.Methods:A structured quantitative questionnaire was used to investigate the learning status of 876 students in Chongqing Medical University and their cognition and acceptance of flipped classroom. The influencing factors were analyzed by multiple linear regression.Results:According to the questionnaire, 77.9% of the students did not know about flipped classroom, 32.3% of them had high acceptance to it and 62.0% of them accepted it moderately. The stronger the learning ability and motivation, the higher levels of understanding and acceptance of the flipped classroom.Conclusion:Undergraduates have a certain degree of acceptance to flipped classroom. In daily education, attention should be paid to stimulating students' learning motivation, cultivating their learning ability in various aspects, widely spreading teaching concept of flipped classroom, and actively trying the teaching mode of flipped classroom.
摘要
BACKGROUND@#This study aimed to analyse the epidemiological characteristics of bacillary dysentery (BD) caused by Shigella in Chongqing, China, and to establish incidence prediction models based on the correlation between meteorological factors and BD, thus providing a scientific basis for the prevention and control of BD.@*METHODS@#In this study, descriptive methods were employed to investigate the epidemiological distribution of BD. The Boruta algorithm was used to estimate the correlation between meteorological factors and BD incidence. The genetic algorithm (GA) combined with support vector regression (SVR) was used to establish the prediction models for BD incidence.@*RESULTS@#In total, 68,855 cases of BD were included. The incidence declined from 36.312/100,000 to 23.613/100,000, with an obvious seasonal peak from May to October. Males were more predisposed to the infection than females (the ratio was 1.118:1). Children < 5 years old comprised the highest incidence (295.892/100,000) among all age categories, and pre-education children comprised the highest proportion (34,658 cases, 50.335%) among all occupational categories. Eight important meteorological factors, including the highest temperature, average temperature, average air pressure, precipitation and sunshine, were correlated with the monthly incidence of BD. The obtained mean absolute percent error (MAPE), mean squared error (MSE) and squared correlation coefficient (R) of GA_SVR_MONTH values were 0.087, 0.101 and 0.922, respectively.@*CONCLUSION@#From 2009 to 2016, BD incidence in Chongqing was still high, especially in the main urban areas and among the male and pre-education children populations. Eight meteorological factors, including temperature, air pressure, precipitation and sunshine, were the most important correlative feature sets of BD incidence. Moreover, BD incidence prediction models based on meteorological factors had better prediction accuracies. The findings in this study could provide a panorama of BD in Chongqing and offer a useful approach for predicting the incidence of infectious disease. Furthermore, this information could be used to improve current interventions and public health planning.