CClinicalTrials.gg
CompletedNCT07820137Updated Sep 15, 2026

Artificial Intelligence-Integrated BOPPPS Case-Based Learning for Nephrology Clerkship Education

An interventional study of Lecture-Based Learning and BOPPPS Combined With Case-Based Learning in Medical Education, sponsored by The Second Hospital of Shandong University. Completed at 1 site in China. Open to participants aged 18 Years and older, including healthy volunteers. Per ClinicalTrials.gov, last updated 2026-09-15.

Sponsored by The Second Hospital of Shandong University · Not applicable, Interventional, and Other

Phase
Not applicable
Study type
Interventional
Enrollment
192
Allocation
Randomized
Ages
18 Years and older
Sex
All
01

Study summary

This prospective, three-arm, parallel-group, cluster randomized controlled educational trial was conducted among third-year undergraduate medical students undertaking nephrology clerkship at The Second Hospital of Shandong University. The study aimed to compare the effects of lecture-based learning, BOPPPS combined with case-based learning, and artificial intelligence-integrated BOPPPS combined with case-based learning on students' theoretical knowledge, clinical reasoning, clinical case analysis, and critical appraisal of AI-generated clinical recommendations.

Existing clinical clerkship teaching groups, rather than individual students, were randomized to one of three educational interventions: lecture-based learning (LBL), BOPPPS combined with case-based learning (BOPPPS-CBL), or artificial intelligence-integrated BOPPPS combined with case-based learning (AI-BOPPPS-CBL). Twelve teaching groups were randomized in a 1:1:1 ratio, with four teaching groups assigned to each arm.

All groups received standardized instruction on acute kidney injury and chronic renal failure delivered by the same teaching team.

The BOPPPS-CBL intervention incorporated structured learning activities including case discussion, progressive case disclosure, clinical reasoning exercises, and feedback.

The AI-integrated group additionally used AI-generated clinical scenarios and diagnostic and treatment recommendations as materials for critical appraisal. Students identified potential errors or limitations in AI-generated content and proposed revisions based on textbooks, clinical guidelines, and evidence-based resources.

The primary outcome was the clinical case analysis score. Secondary outcomes included theoretical test scores, knowledge gain, clinical reasoning score, AI critical appraisal score, and course feedback.

Read the detailed description

This prospective, three-arm, parallel-group, cluster randomized controlled educational trial was conducted among third-year undergraduate medical students undertaking nephrology clerkship at The Second Hospital of Shandong University.

Existing clinical clerkship teaching groups served as the units of randomization. Twelve teaching groups were randomized in a 1:1:1 ratio to lecture-based learning (LBL), BOPPPS combined with case-based learning (BOPPPS-CBL), or artificial intelligence-integrated BOPPPS combined with case-based learning (AI-BOPPPS-CBL), with four teaching groups assigned to each arm.

All groups received standardized instruction on acute kidney injury and chronic renal failure delivered by the same teaching team. The BOPPPS-CBL intervention incorporated structured learning activities including case discussion, progressive case disclosure, clinical reasoning exercises, and feedback. The AI-integrated group additionally used AI-generated clinical scenarios and diagnostic and treatment recommendations as materials for critical appraisal. Students identified potential errors or limitations in AI-generated content and proposed revisions based on textbooks, clinical guidelines, and evidence-based resources.

The primary outcome was the clinical case analysis score. Secondary outcomes included theoretical test scores, knowledge gain, clinical reasoning score, AI critical appraisal score, and course feedback.

02

Conditions studied

  • Medical Education

Keywords

  • Artificial intelligence
  • Medical education
  • BOPPPS
  • Case-based learning
  • Clinical reasoning
  • Nephrology clerkship
03

Who can participate

Ages eligible
18 Years and older
Sexes eligible
All
Accepts healthy volunteers
Yes

Inclusion criteria

  • Third-year undergraduate medical students in the clinical medicine program of Shandong University undertaking the nephrology clerkship at The Second Hospital of Shandong University.
  • Completion of the required theoretical courses in pathophysiology and internal medicine before study participation.
  • Provision of written informed consent.

Exclusion criteria

Exclusion Criteria:

- Previous nephrology clinical clerkship or internship experience, or previous participation in additional nephrology-focused training beyond the standard pre-clerkship curriculum.

04

Study design

Phase
Not applicable
Primary purpose
Other
Allocation
Randomized
Intervention model
Parallel assignment
Masking
Single (Outcomes assessor)
Enrollment
192 participants (actual)

Study arms

  • Active comparator
    Lecture-Based Learning

    Students received traditional lecture-based learning during nephrology clerkship education. Standardized instruction on acute kidney injury and chronic renal failure was provided by the teaching team.

    Behavioral: Lecture-Based Learning

  • Experimental
    BOPPPS Combined With Case-Based Learning

    Students received a BOPPPS structured teaching model combined with case-based learning activities. The intervention included progressive clinical case discussion, clinical reasoning exercises, and feedback during nephrology clerkship education.

    Behavioral: BOPPPS Combined With Case-Based Learning

  • Experimental
    AI-Integrated BOPPPS Combined With Case-Based Learning

    Students received an artificial intelligence-integrated BOPPPS case-based learning model. AI-generated clinical scenarios and diagnostic and treatment recommendations were used as learning materials for critical appraisal. Students evaluated AI-generated content and revised potential errors based on clinical guidelines and evidence-based resources.

    Behavioral: AI-Integrated BOPPPS Combined With Case-Based Learning

Interventions

  • BehavioralLecture-Based Learning

    Students received traditional lecture-based learning during nephrology clerkship education. Standardized teaching on acute kidney injury and chronic renal failure was delivered by the teaching team using conventional instructional methods.

  • BehavioralBOPPPS Combined With Case-Based Learning

    Students received a structured BOPPPS teaching model combined with case-based learning activities during nephrology clerkship education. The intervention included case discussion, progressive case disclosure, clinical reasoning exercises, and feedback from instructors.

  • BehavioralAI-Integrated BOPPPS Combined With Case-Based Learning

    Students received an artificial intelligence-integrated BOPPPS case-based learning model. AI-generated clinical scenarios and diagnostic and treatment recommendations were used as learning materials for critical appraisal. Students evaluated AI-generated content and identified potential errors or limitations based on clinical guidelines and evidence-based resources.

05

What researchers measure

Primary outcomes

  1. Study-Specific Clinical Case Analysis Assessment Total Score

    Clinical case analysis performance was assessed using a study-specific three-case written assessment developed by the nephrology teaching team. The assessment evaluated students' ability to apply nephrology knowledge to clinical case analysis, diagnostic reasoning, treatment planning, and critical appraisal of AI-generated clinical recommendations. Total scores ranged from 0 to 70 points, with higher scores indicating better overall clinical case analysis performance.

    Time frame: Immediately after completion of the educational intervention

Secondary outcomes

  1. Study-Specific Post-Class Theoretical Knowledge Test Score

    Theoretical knowledge was assessed using a study-specific post-class test covering acute kidney injury and chronic kidney disease. The test consisted of 15 single-choice questions, with each correct answer worth 2 points. Total scores ranged from 0 to 30 points, with higher scores indicating better theoretical knowledge performance.

    Time frame: Immediately after completion of the educational intervention

  2. Study-Specific Clinical Case Analysis Assessment: Clinical Reasoning Component Score

    Clinical reasoning was assessed using Cases 1 and 2 of the study-specific Clinical Case Analysis Assessment. The cases addressed acute kidney injury and chronic kidney disease and evaluated students' ability to identify clinical problems, interpret clinical and laboratory information, formulate diagnoses, assess complications, and develop appropriate management plans. Scores ranged from 0 to 48 points, with higher scores indicating better clinical reasoning performance.

    Time frame: Immediately after completion of the educational intervention

  3. Study-Specific Clinical Case Analysis Assessment: AI Critical Appraisal Component Score

    AI critical appraisal ability was assessed using Case 3 of the study-specific Clinical Case Analysis Assessment. Students evaluated an AI-generated treatment plan for a patient with acute kidney injury and severe hyperkalemia, identified clinically inappropriate or unsafe recommendations, explained the reasons, prioritized immediate management, and proposed an appropriate treatment plan. Scores ranged from 0 to 22 points, with higher scores indicating better ability to critically appraise AI-generated clinical recommendations.

    Time frame: Immediately after completion of the educational intervention

  4. Knowledge Gain in Theoretical Knowledge Test Score

    Knowledge gain was calculated as the post-class theoretical knowledge test score minus the pre-class theoretical knowledge test score. Both tests consisted of 15 single-choice questions and had possible total scores ranging from 0 to 30 points. Therefore, knowledge gain scores could range from -30 to +30 points. Higher values indicate greater improvement in theoretical knowledge, a score of 0 indicates no change, and negative values indicate a lower post-class than pre-class score.

    Time frame: Change from immediately before the educational intervention to immediately after completion of the educational intervention

  5. Study-Specific Course Feedback Questionnaire Total Score

    Course feedback was assessed using a study-specific 8-item questionnaire developed by the research team. Items assessed perceived learning gains and teaching satisfaction. Each item was rated on a 5-point Likert scale ranging from 1 (strongly disagree) to 5 (strongly agree). Total scores ranged from 8 to 40 points, with higher scores indicating more favorable perceptions of the educational experience.

    Time frame: Immediately after completion of the educational intervention

06

Study locations

1 site
  • The Second Hospital of Shandong University
    Jinan, Shandong 250000, China
07

References and documents

Individual participant data

Plan to share: No — Individual participant data will not be made available because the dataset contains individual-level educational performance and assessment information from medical students, and sharing such data may pose privacy and confidentiality concerns. Aggregated study results will be reported in scientific publications.

No publications or documents are linked to this record.

08

Registry details

Key details

Study ID
NCT07820137
Lead sponsor
The Second Hospital of Shandong University
Responsible party
Sponsor
First posted
Sep 15, 2026
Start date
Nov 17, 2025
Primary completion
Dec 1, 2025
Completion
Dec 1, 2025
Last update
Sep 15, 2026

Study contacts

Fulin Dou
principal investigator · The Second Hospital of Shandong University

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
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