Classification of mathematical test questions using machine learning on datasets of learning management system questions.

Every student has a varied level of mathematical proficiency. Therefore, it is important to provide them with questions accordingly. Owing to advances in technology and artificial intelligence, the Learning Management System (LMS) has become a popular application to conduct online learning for students.

Deep similarity analysis and forecasting of actual outbreak of major infectious diseases using Internet-Sourced data.

Perhaps no other generation in the span of recorded human history has endured the risks of infectious diseases as has the current generation. The prevalence of infectious diseases is caused mainly by unlimited contact between people in a highly globalized world. Disease control and prevention (CDC) promptly collect and produce disease outbreak statistics, but CDCs rely on a curated, centralized collection system, and requires up to two weeks of lead time.

Differences in Factors Affecting Medical Specialty Choices between Medical College Students and Graduate Medical School Students.

Purpose: This study was conducted to compare the specialty preference and factors that affect choices of medical specialties between medical college students and graduate medical school students.

Methods: A self-administered questionnaire was conducted in 563 medical students, and 482 (graduates: 199, undergraduates: 283) responded (response rate, 85.61%).