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. 2024 Dec 30;24:1549. doi: 10.1186/s12909-024-06406-x

Table 3.

Topics and keywords generated through latent dirichlet allocation topic modeling

Topics Keywords %
Question 1: What do you think could improve physicians’ job satisfaction?
Topic 1: Work–life balance Time, satisfaction, work, thought, job 17
Topic 2: Job satisfaction and social impact Job, patient, thought, satisfaction, society 34
Topic 3: Satisfaction of physicians in the medical environment Medical, satisfaction, thought, improvement, medical practice 49
Question 2: What attitudes toward patients do you believe are necessary to become a skilled physician?
Topic 1: Attitude toward patient care as a physician Physician, patient, attitude, thought, medical practice, medicine 12
Topic 2: Mistakes in patient care and efforts to correct them Physician, patient, skill, medical practice, mistake, effort 30
Topic 3: Patient care experience and physician skill development Patient, physician, thought, medical practice, experience, skill, first 58

Description of data: This supplementary material contains a student questionnaire designed to assess reflective understanding of physician job satisfaction and the necessary attitudes for effective patient interactions. The questionnaire is part of the “Physicians and Society” course and focuses on factors that enhance physician job satisfaction and essential behaviors for professional patient care. Participation is voluntary; responses are anonymous, and the data will be used solely for research in medical education