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Scientific Validity Assessment and Optimization of AI-Generated A3/A4 Type Questions for the Chinese Medical Licensing Examination: An Empirical Analysis Based on the "Answering-Generating" Closed Loop and Transformation of Competency Assessment
Led by Guangdong Provincial People's Hospital · Updated on 2026-04-01
20
Participants Needed
1
Research Sites
N/A
Total Duration
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AI-Summary
What this Trial Is About
This research aims to assess and optimize AI-generated A3/A4 type questions designed for the Chinese Medical Licensing Examination. It is a cross-sectional observational study conducted in two stages: Phase I compares model performance, and Phase II evaluates the quality of test items. The study applies single-blinding, randomization, and standardization to maintain scientific rigor and reproducibility. Participants undergo a "standardized testing" phase where AI-generated questions are mixed with human-authored ones. Participants do not know the source of each question, ensuring objective evaluation. The study focuses on comparing item accuracy as the primary outcome. During participation, medical students enrolled in a Standardized Residency Training program complete assessments using digital platforms. Researchers collect data on question accuracy and quality while maintaining participant blinding. The study runs from October 2025 to March 2026 and includes safety monitoring and follow-up within this timeframe.
CONDITIONS
Brief Title
Scientific Validity Assessment and Optimization of AI-Generated A3/A4 Type Questions for the Chinese Medical Licensing Examination
Who Can Participate
Eligibility Criteria
You may qualify if you...
- Medical students currently enrolled in a Standardized Residency Training (SRT) program
- Holders of a Bachelor of Medicine degree or higher with foundational clinical knowledge
- Voluntarily agree to participate and provide written informed consent
- Proficient in using digital platforms to complete assessments and scoring
You will not qualify if you...
- Individuals involved in AI model training, prompt engineering, or human-authored question bank creation for this study
- Visual or auditory impairments or severe illness preventing completion of assessments within the specified time
- Any condition deemed by the investigator to make the participant unsuitable for the study
AI-Screening
AI-Powered Screening
Complete this quick 3-step screening to check your eligibility
Your Study Journey
Duration - 2 to 4 weeks
Participants are screened for eligibility to participate in the trial.
1 visit (in-person or online)
Duration - 1 day
Participants complete assessments to evaluate the validity of AI-generated examination questions.
1 assessment session
Duration - Up to 12 months
Participants are observed to analyze ongoing accuracy and optimization outcomes based on their assessments.
Periodic follow-up assessments
Trial Site Locations
Total: 1 location
1
Guangdong Provincial People's Hospital
Guangzhou, Guangdong, China
Actively Recruiting
Research Team
Z
Zhuoyi Chen MD
How is the study designed?
Study Type
OBSERVATIONAL
Masking
N/A
Allocation
N/A
Model
N/A
Primary Purpose
N/A
Number of Arms
0
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