1.Mediating effect of technostress on the relationship between artificial intelligence literacy and attitude toward digital technology among health professions students: a structural equation modeling approach
Jin Young LEE ; Yul Ha MIN ; Jun YIM ; Kwi Hwa PARK ; So Jung YUNE
Journal of Yeungnam Medical Science 2026;43(1):7-
Background:
This study aimed to examine the effect of artificial intelligence (AI) literacy on attitudes toward digital technology and the mediating effect of technostress on this relationship among health professions students.
Methods:
An online survey was conducted from May to October 2025 with 1,314 students enrolled in medical schools, nursing schools, dental schools, and graduate schools of dentistry nationwide. Structural equation modeling and bootstrapping analyses were performed.
Results:
The analysis revealed that AI literacy significantly reduced technostress and enhanced attitudes toward digital technology. Technostress also had a negative effect on attitudes toward digital technology, and a partial mediating effect was identified in the relationship between AI literacy and attitudes toward digital technology. In other words, higher levels of AI literacy were associated with lower technostress, which, in turn, led to more positive attitudes toward digital technology. Multigroup analysis further showed that the effect of AI literacy on technostress differed across majors, being significant for medical and nursing students, but not for dental students.
Conclusion
This study confirmed that improving AI literacy reduces technology-related stress and promotes positive attitudes toward digital technology. These findings suggest the need for AI and digital technology education designs that consider the psychological factors of learners in medical education. Furthermore, the observed group differences suggest that AI literacy may function differently depending on discipline-specific technological and educational contexts.
2.Etiology and Clinical Prediction of Community-Acquired Lower Respiratory Tract Infection in Children
Byungsun YOO ; Ilha YUNE ; Dayeon KANG ; Youngmin CHO ; Sung Yoon LIM ; Sooyoung YOO ; Miyoung KIM ; June Sung KIM ; Daehwan KIM ; Ho Young LEE ; Rong-Min BAEK ; Se Young JUNG ; Eu Suk KIM ; Hyunju LEE
Journal of Korean Medical Science 2025;40(2):e5-
Background:
Community acquired lower respiratory tract infection (LRTI) is a leading cause for hospitalization in children and important cause for antibiotic prescription. We aimed to describe the aetiology of LRTI in children and analyse factors associated with bacterial or viral infection.
Methods:
Patients aged < 19 years with a diagnosis of LRTI were identified from the Observational Medical Outcomes Partnership Common Data Model Database of Seoul National University Bundang Hospital from January 2005–July 2019, and their clinical characteristics were obtained from the electronic medical records and retrospectively reviewed.
Results:
Among 5,924 cases of LRTI, 74.2% were pneumonia and 25.8% were bronchiolitis/ bronchitis. Patients’ median age was 1.8 (interquartile range, 3.1) years and 79.9% were < 5 years old. Pathogens were identified in 37.8%; 69.1% were viral and 30.9% were bacterial/ Mycoplasma pneumoniae. Respiratory syncytial virus was most common (70.9%) among viruses and M. pneumoniae (94.6%) was most common among bacteria. Viral LRTI was associated with winter, age < 2 years, rhinorrhoea, dyspnoea, lymphocytosis, thrombocytosis, wheezing, stridor, chest retraction, and infiltration on imaging. Bacteria/ M. pneumoniae LRTI was associated with summer, age ≥ 2 years, fever, decreased breathing sounds, leucocytosis, neutrophilia, C-reactive protein elevation, and positive imaging findings (consolidation, opacity, haziness, or pleural effusion).
Conclusion
In children with LRTI, various factors associated with viral or bacterial/ M. pneumoniae infections were identified, which may serve as guidance for antibiotic prescription.
3.Etiology and Clinical Prediction of Community-Acquired Lower Respiratory Tract Infection in Children
Byungsun YOO ; Ilha YUNE ; Dayeon KANG ; Youngmin CHO ; Sung Yoon LIM ; Sooyoung YOO ; Miyoung KIM ; June Sung KIM ; Daehwan KIM ; Ho Young LEE ; Rong-Min BAEK ; Se Young JUNG ; Eu Suk KIM ; Hyunju LEE
Journal of Korean Medical Science 2025;40(2):e5-
Background:
Community acquired lower respiratory tract infection (LRTI) is a leading cause for hospitalization in children and important cause for antibiotic prescription. We aimed to describe the aetiology of LRTI in children and analyse factors associated with bacterial or viral infection.
Methods:
Patients aged < 19 years with a diagnosis of LRTI were identified from the Observational Medical Outcomes Partnership Common Data Model Database of Seoul National University Bundang Hospital from January 2005–July 2019, and their clinical characteristics were obtained from the electronic medical records and retrospectively reviewed.
Results:
Among 5,924 cases of LRTI, 74.2% were pneumonia and 25.8% were bronchiolitis/ bronchitis. Patients’ median age was 1.8 (interquartile range, 3.1) years and 79.9% were < 5 years old. Pathogens were identified in 37.8%; 69.1% were viral and 30.9% were bacterial/ Mycoplasma pneumoniae. Respiratory syncytial virus was most common (70.9%) among viruses and M. pneumoniae (94.6%) was most common among bacteria. Viral LRTI was associated with winter, age < 2 years, rhinorrhoea, dyspnoea, lymphocytosis, thrombocytosis, wheezing, stridor, chest retraction, and infiltration on imaging. Bacteria/ M. pneumoniae LRTI was associated with summer, age ≥ 2 years, fever, decreased breathing sounds, leucocytosis, neutrophilia, C-reactive protein elevation, and positive imaging findings (consolidation, opacity, haziness, or pleural effusion).
Conclusion
In children with LRTI, various factors associated with viral or bacterial/ M. pneumoniae infections were identified, which may serve as guidance for antibiotic prescription.
4.Etiology and Clinical Prediction of Community-Acquired Lower Respiratory Tract Infection in Children
Byungsun YOO ; Ilha YUNE ; Dayeon KANG ; Youngmin CHO ; Sung Yoon LIM ; Sooyoung YOO ; Miyoung KIM ; June Sung KIM ; Daehwan KIM ; Ho Young LEE ; Rong-Min BAEK ; Se Young JUNG ; Eu Suk KIM ; Hyunju LEE
Journal of Korean Medical Science 2025;40(2):e5-
Background:
Community acquired lower respiratory tract infection (LRTI) is a leading cause for hospitalization in children and important cause for antibiotic prescription. We aimed to describe the aetiology of LRTI in children and analyse factors associated with bacterial or viral infection.
Methods:
Patients aged < 19 years with a diagnosis of LRTI were identified from the Observational Medical Outcomes Partnership Common Data Model Database of Seoul National University Bundang Hospital from January 2005–July 2019, and their clinical characteristics were obtained from the electronic medical records and retrospectively reviewed.
Results:
Among 5,924 cases of LRTI, 74.2% were pneumonia and 25.8% were bronchiolitis/ bronchitis. Patients’ median age was 1.8 (interquartile range, 3.1) years and 79.9% were < 5 years old. Pathogens were identified in 37.8%; 69.1% were viral and 30.9% were bacterial/ Mycoplasma pneumoniae. Respiratory syncytial virus was most common (70.9%) among viruses and M. pneumoniae (94.6%) was most common among bacteria. Viral LRTI was associated with winter, age < 2 years, rhinorrhoea, dyspnoea, lymphocytosis, thrombocytosis, wheezing, stridor, chest retraction, and infiltration on imaging. Bacteria/ M. pneumoniae LRTI was associated with summer, age ≥ 2 years, fever, decreased breathing sounds, leucocytosis, neutrophilia, C-reactive protein elevation, and positive imaging findings (consolidation, opacity, haziness, or pleural effusion).
Conclusion
In children with LRTI, various factors associated with viral or bacterial/ M. pneumoniae infections were identified, which may serve as guidance for antibiotic prescription.
5.Etiology and Clinical Prediction of Community-Acquired Lower Respiratory Tract Infection in Children
Byungsun YOO ; Ilha YUNE ; Dayeon KANG ; Youngmin CHO ; Sung Yoon LIM ; Sooyoung YOO ; Miyoung KIM ; June Sung KIM ; Daehwan KIM ; Ho Young LEE ; Rong-Min BAEK ; Se Young JUNG ; Eu Suk KIM ; Hyunju LEE
Journal of Korean Medical Science 2025;40(2):e5-
Background:
Community acquired lower respiratory tract infection (LRTI) is a leading cause for hospitalization in children and important cause for antibiotic prescription. We aimed to describe the aetiology of LRTI in children and analyse factors associated with bacterial or viral infection.
Methods:
Patients aged < 19 years with a diagnosis of LRTI were identified from the Observational Medical Outcomes Partnership Common Data Model Database of Seoul National University Bundang Hospital from January 2005–July 2019, and their clinical characteristics were obtained from the electronic medical records and retrospectively reviewed.
Results:
Among 5,924 cases of LRTI, 74.2% were pneumonia and 25.8% were bronchiolitis/ bronchitis. Patients’ median age was 1.8 (interquartile range, 3.1) years and 79.9% were < 5 years old. Pathogens were identified in 37.8%; 69.1% were viral and 30.9% were bacterial/ Mycoplasma pneumoniae. Respiratory syncytial virus was most common (70.9%) among viruses and M. pneumoniae (94.6%) was most common among bacteria. Viral LRTI was associated with winter, age < 2 years, rhinorrhoea, dyspnoea, lymphocytosis, thrombocytosis, wheezing, stridor, chest retraction, and infiltration on imaging. Bacteria/ M. pneumoniae LRTI was associated with summer, age ≥ 2 years, fever, decreased breathing sounds, leucocytosis, neutrophilia, C-reactive protein elevation, and positive imaging findings (consolidation, opacity, haziness, or pleural effusion).
Conclusion
In children with LRTI, various factors associated with viral or bacterial/ M. pneumoniae infections were identified, which may serve as guidance for antibiotic prescription.
6.Comparison of Perceptions of Future Medical Technologies and Healthcare Services between Medical and Non-medical Students
Seon Yong LEE ; Sun Young KYUNG ; So Jung YUNE ; Kwi Hwa PARK
Health Communication 2025;20(1):17-25
Purpose:
: With the rapid growth of the Fourth Industrial Revolution, technologies like artificial intelligence (AI), big data, robotic surgery, and telemedicine are transforming healthcare. Understanding how medical students, as future healthcare providers, and non-medical students, as future patients, perceive these changes is essential. This study compares their awareness, interest, and perceptions of AI-driven healthcare and future medical technologies.
Methods:
: A cross-sectional survey was conducted among 167 students (68 non-medical students, 99 medical students) from diverse academic backgrounds. The questionnaire assessed awareness of Fourth Industrial Revolution technologies, perceptions of AI’s impact on healthcare, and expectations regarding future medical technologies. Data were analyzed using independent t-tests and descriptive statistics.
Results:
: Differences were found in the awareness of Fourth Industrial Revolution technologies depending on whether participants were medical students, while no significant differences were observed in their levels of interest. Non-medical students showed lower concern about data privacy breaches related to AI in healthcare. Regarding the perceived impact of future medical technologies on patients, non-medical students expected a greater reduction in misdiagnosis rates, whereas medical students were more concerned about the risk of personal data exposure. Lastly, non-medical students were more positive about the potential for faster diagnoses for physicians.
Conclusion
: The findings highlight differences in awareness and attitudes between medical and non-medical students. Tailored education and policies are needed to improve technology acceptance and ethical considerations in healthcare.
7.Structural relationships between psychological factors and college adjustment among medical students in South Korea: focusing on helicopter parenting and respectful parenting
Jin Young LEE ; Ie Byung PARK ; So Jung YUNE ; Kwi Hwa PARK
Korean Journal of Medical Education 2024;36(4):357-366
Purpose:
This study aims to determine the impact of helicopter parenting and respectful parenting on medical students’ mindset, grit, self-directedness, and college adjustment.
Methods:
This study constructed a hypothetical model based on the relationship between helicopter parenting, respectful parenting, mindset, grit, self-directedness, and college adjustment. It set up a structural model to test the fit of the model based on empirical data. The significance of the mediating effects of the paths was tested using multiple mediation analysis.
Results:
The fit of the initial measurement model did not meet the goodness-of-fit acceptance criteria; therefore, revised models were established. The revised models all showed good fit indices, and the overall path coefficients were significant. Helicopter parenting and respectful parenting are inversely correlated and affect the mindset of medical students, which, in turn, affects their adjustment to college through grit and self-directedness. The results of the multimodal effects of each pathway showed that helicopter parenting negatively affects college adjustment, while respectful parenting has a positive mediating effect on college adjustment.
Conclusion
Parenting attitudes have a significant impact on medical students’ mindset, grit, and self-direction, which affects their college adjustment. Parents need to respect their children’s autonomy and independence and avoid excessive interference.
8.Structural relationships between psychological factors and college adjustment among medical students in South Korea: focusing on helicopter parenting and respectful parenting
Jin Young LEE ; Ie Byung PARK ; So Jung YUNE ; Kwi Hwa PARK
Korean Journal of Medical Education 2024;36(4):357-366
Purpose:
This study aims to determine the impact of helicopter parenting and respectful parenting on medical students’ mindset, grit, self-directedness, and college adjustment.
Methods:
This study constructed a hypothetical model based on the relationship between helicopter parenting, respectful parenting, mindset, grit, self-directedness, and college adjustment. It set up a structural model to test the fit of the model based on empirical data. The significance of the mediating effects of the paths was tested using multiple mediation analysis.
Results:
The fit of the initial measurement model did not meet the goodness-of-fit acceptance criteria; therefore, revised models were established. The revised models all showed good fit indices, and the overall path coefficients were significant. Helicopter parenting and respectful parenting are inversely correlated and affect the mindset of medical students, which, in turn, affects their adjustment to college through grit and self-directedness. The results of the multimodal effects of each pathway showed that helicopter parenting negatively affects college adjustment, while respectful parenting has a positive mediating effect on college adjustment.
Conclusion
Parenting attitudes have a significant impact on medical students’ mindset, grit, and self-direction, which affects their college adjustment. Parents need to respect their children’s autonomy and independence and avoid excessive interference.
9.Structural relationships between psychological factors and college adjustment among medical students in South Korea: focusing on helicopter parenting and respectful parenting
Jin Young LEE ; Ie Byung PARK ; So Jung YUNE ; Kwi Hwa PARK
Korean Journal of Medical Education 2024;36(4):357-366
Purpose:
This study aims to determine the impact of helicopter parenting and respectful parenting on medical students’ mindset, grit, self-directedness, and college adjustment.
Methods:
This study constructed a hypothetical model based on the relationship between helicopter parenting, respectful parenting, mindset, grit, self-directedness, and college adjustment. It set up a structural model to test the fit of the model based on empirical data. The significance of the mediating effects of the paths was tested using multiple mediation analysis.
Results:
The fit of the initial measurement model did not meet the goodness-of-fit acceptance criteria; therefore, revised models were established. The revised models all showed good fit indices, and the overall path coefficients were significant. Helicopter parenting and respectful parenting are inversely correlated and affect the mindset of medical students, which, in turn, affects their adjustment to college through grit and self-directedness. The results of the multimodal effects of each pathway showed that helicopter parenting negatively affects college adjustment, while respectful parenting has a positive mediating effect on college adjustment.
Conclusion
Parenting attitudes have a significant impact on medical students’ mindset, grit, and self-direction, which affects their college adjustment. Parents need to respect their children’s autonomy and independence and avoid excessive interference.
10.Research Trends on Doctors’ Competencies in Korea Using Text Network Analysis
Youngjon KIM ; Jea Woog LEE ; So Jung YUNE
Korean Medical Education Review 2024;26(Suppl1):S84-S95
We use the concept of the “doctor’s role” as a guideline for developing medical education programs for medical students, residents, and doctors. Therefore, we should regularly reflect on the times and social needs to develop a clear sense of that role. The objective of the present study was to understand the knowledge structure related to doctors’ job competencies in Korea. We analyzed research trends related to doctors’ job competencies in Korea Citation Index journals using text network analysis through an integrative approach focusing on identifying social issues. We finally selected 1,354 research papers related to doctors’ job competencies from 2011 to 2020, and we analyzed 2,627 words through data pre-processing with the NetMiner ver. 4.2 program (Cyram Inc., Seongnam, Korea). We conducted keyword centrality analysis, topic modeling, frequency analysis, and linear regression analysis using NetMiner ver. 4.2 (Cyram Inc.) and IBM SPSS ver. 23.0 (IBM Corp., Armonk, NY, USA). As a result of the study, words such as “family,” “revision,” and “rejection” appeared frequently. In topic modeling, we extracted five potential topics: “topic 1: Life and death in medical situations,” “topic 2: Medical practice under the Medical Act,” “topic 3: Medical malpractice and litigation,” “topic 4: Medical professionalism,” and “topic 5: Competency development education for medical students.” Although there were no statistically significant changes in the research trends for each topic over time, it is nonetheless known that social changes could affect the demand for doctors’ job competencies.

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