scholarly journals Determinants of Intention to Use Artificial Intelligence-Based Diagnosis Support System Among Prospective Physicians

2021 ◽  
Vol 9 ◽  
Author(s):  
Anh Quynh Tran ◽  
Long Hoang Nguyen ◽  
Hao Si Anh Nguyen ◽  
Cuong Tat Nguyen ◽  
Linh Gia Vu ◽  
...  

Background: This study aimed to develop a theoretical model to explore the behavioral intentions of medical students to adopt an AI-based Diagnosis Support System.Methods: This online cross-sectional survey used the unified theory of user acceptance of technology (UTAUT) to examine the intentions to use an AI-based Diagnosis Support System in 211 undergraduate medical students in Vietnam. Partial least squares (PLS) structural equational modeling was employed to assess the relationship between latent constructs.Results: Effort expectancy (β = 0.201, p < 0.05) and social influence (β = 0.574, p < 0.05) were positively associated with initial trust, while no association was found between performance expectancy and initial trust (p > 0.05). Only social influence (β = 0.527, p < 0.05) was positively related to the behavioral intention.Conclusions: This study highlights positive behavioral intentions in using an AI-based diagnosis support system among prospective Vietnamese physicians, as well as the effect of social influence on this choice. The development of AI-based competent curricula should be considered when reforming medical education in Vietnam.

Background: Information technology (IT) is a new way of teaching and learning. One of the promising media of information technology is e-Learning, which is used to enhance knowledge and skills among users. A student gains better and deep knowledge through a useful tool. This survey aimed to determine practices among medical students for e-Learning. Methods: This cross-sectional survey was conducted on 184 students amongst the 500 students currently enrolled in medical college. Data was collected using questionnaires and were analyzed through SPSS version 22. Chi-square was used for qualitative values. Results: Majority 90.80% (n=167) students were aware of e-Learning and were statistically high in first year students (p-value: 0.018). The student did not show statistically significant results for content learned through e-Learning with a p-value of 0.063. Different resources were used for e-Learning in which videos had the highest percentage (87.60%) and audios were used as the least resource for e-Learning (29.20%). Daily, 56% of the students use e-Learning for 1 hour or less and only 3% of the students used it for more than 4 hours. Conclusion: Majority of undergraduate medical students were aware of the use of e-Learning and most of them preferred e-Learning for their course work and studies showing a significant increase in understanding and use, compared to studies conducted earlier. Participants found e-Learning useful and effective tool in increasing knowledge and understanding of their subject. Keywords: e-Learning; Practices; Students.


2018 ◽  
Vol 24 (1) ◽  
pp. 643-647
Author(s):  
Shumaila Irum ◽  
Muhammad Zafar Iqbal ◽  
Fatima Naumeri

The primary success of educational environment heavily depends upon benefits to learners and this further facilitates the learning processing. The most commonly used tool, to measure it, is Dundee Ready Educational Environment Measure (DREEM). Objective: This study was designed to evaluate the perceptions of medical students in pre-clinical years about educational environment in a public sector medical college of Pakistan and to compare the DREEM scores with previous published scores. Material and Methods: The DREEM questionnaire was conducted on undergraduate medical students (n=300) of Sheikh Zayed Medical College, Rahim Yar Khan, during the month of June 2015. Results: Two eighty-six (n=286) of the 300 students (95.33%) completed the questionnaire. Analysisof these subjected indicated a total mean score of 113.68. Mean for students’ perception of learning was 26.65±10.235, mean for students’ perceptions of teachers was 26.63±10.177. On the other hands, the mean scores for students’ academic self-perception, students’ perception of the atmosphere, and students’ social self-perception were 17.17±6.73, 26.89±10.89, and 16.34±6.70, respectively. Conclusion: Although DREEM scores showed improvement from previously published scores of same medical college, it also highlighted the areas needing further improvement.


2021 ◽  
Vol 18 (2) ◽  
pp. 1-22
Author(s):  
Continue Anddison Eketu ◽  
◽  
Friday Ogbu Edeh ◽  
Abid Hussain Nawaz ◽  
Chukwu Agnes Ugboego ◽  
...  

The purpose of this study is to investigate manager’s social influence on the relationship between aggression management and organisational commitment using cross-sectional survey. Accessible population of five manufacturing companies operating in Enugu state was surveyed. One hundred and ninety six participants completed the instrument but only one hundred and eighty two were returned and found valid for analysis. Face validity was used to determine the validity of instrument used. Cronbach α was used to determine the reliability of the instrument. Frequency distribution and Pearson Product Moment Correlation Coefficient were used to conduct the analysis. Result of the study revealed that aggression management has positive significant relationship with organisational commitment. On the other hand, manager’s social influence positively and significantly moderates the relationship between aggression management and organisational commitment. The study concludes that aggression management measured in terms of self-control and punishment enhances organisational commitment. The implication of this study is that managers, policy makers and human resource professionals should use their social influence in handling aggressive behaviour in the workplace so as to increase the commitment of their subordinates which will in turn increase profitability, growth and expansion of the organisation.


2021 ◽  
Vol 28 (5) ◽  
pp. 108-117
Author(s):  
Rita Mustika ◽  
◽  
Edward Christopher Yo ◽  
Muhammad Faruqi ◽  
Rahma Tsania Zhuhra ◽  
...  

Background: The coronavirus disease 2019 (COVID-19) pandemic has been found to negatively affect medical students’ wellbeing. This finding may be related to how medical education is being conducted at present, with online learning replacing face-to-face teaching in many countries. This cross-sectional study aims to assess how the online learning environment is connected to medical students’ wellbeing. Methods: A self-administered online questionnaire was distributed to undergraduate medical students at Universitas Indonesia. The study was conducted from September 2020 to February 2021. The questionnaire included a modified version of the Online Learning Environment Scale (OLES) and the Positive Emotion, Engagement, Relationships, Meaning and Accomplishment (PERMA) profiler. The OLES was used to evaluate students’ perceptions of the online learning environment, whereas the PERMA Profiler was used to evaluate students’ wellbeing. We validated the questionnaire before distribution. The content validity index was 1.0, with internal consistency coefficients of 0.87 and 0.89, respectively. Regression analyses were performed to evaluate the relationship between OLES and PERMA scores. Results: The questionnaire was completed by 274 undergraduate medical students. Students reported moderate to high degrees of positive perception towards online learning, high levels of positive emotions and moderate levels of negative emotions. Statistically significant differences were found across groups based on students’ gender, year of study and academic programme. Almost all aspects of the online learning environment were significantly predictive of students’ wellbeing, with personal relevance and evaluation and assessment being the two most important predictors (R2 = 0.201; P < 0.001). Conclusion: Medical students generally enjoyed online learning, although some challenges were presented. The online learning environment was positively associated with students’ wellbeing; however, some students expressed negative emotions including loneliness, anxiety, anger and sadness.


2021 ◽  
Vol 11 ◽  
Author(s):  
Yu Shi ◽  
Shu-e Zhang ◽  
Lihua Fan ◽  
Tao Sun

After the COVID-19 outbreak, the health status of the general population has suffered a huge threat, and the health system has also encountered great challenges. As critical members of human capital in the health sector, medical students with specialized knowledge and skills have positively fought against the epidemic by providing volunteer services that boosted the resilience of the health system. Although volunteer behavior (VB) is associated with individual internal motivation, there is sparse evidence on this relationship among medical students, especially regarding potential mechanisms. Therefore, this study had two main objectives: (1) to examine the influence of prosocial motivation (PM) of medical students on their VB; and (2) to verify the chain-mediating role of calling and vocation (CV) as well as social responsibility (SR) in the relationship between PM and VB. Study I: a total of 2454 Chinese full-time medical students were invited to complete an online survey. Data analysis was performed using descriptive statistics, Pearson’s correlation coefficient, and multiple linear regression analysis. The results demonstrated that PM significantly affected VB in medical students (β = 0.098, P &lt; 0.001); CV as well as SR chain-mediated the relationship between PM and VB (β = 0.084, P &lt; 0.001). PM promoted the formation of SR by positively evoking CV of medical students, further resulting in increased VB. Study II: A 28 person qualitative interview was conducted. Qualitative data are added to reduce the limitations of online questionnaires. At the same time, we can also critically study the VB of Chinese medical students during COVID-19. The results showed that there were various reasons for medical students to volunteer in the process of fighting against COVID-19, and the experience of volunteer service and the impact on their future life were different. Lastly, the current findings suggest that fostering volunteerism among medical students requires the joint effort of the government, non-profit organizations, and medical colleges.


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