AI Models in Clinical Pathology Diagnosis: A Multicenter RCT
Performance of AI Models in the Clinical Pathology Diagnostic Workflow: A Multicenter, Prospective, Randomized Controlled Trial
1 other identifier
interventional
2,060
1 country
3
Brief Summary
The investigators plan to conduct a multicenter, prospective, randomized controlled trial to systematically evaluate the incremental value of pathology-based artificial intelligence (AI) models in a pan-disease diagnostic workflow. The study will primarily compare interpretation using an AI-assisted platform with conventional independent slide reading in terms of diagnostic accuracy (e.g., AUC), reading efficiency (e.g., diagnostic time), diagnostic report quality, diagnostic confidence (Likert scale), and pathologists' satisfaction with the AI model. Investigators will also assess superiority among less experienced (junior) pathologists and non-inferiority among more experienced (senior) pathologists. Successful completion of this project will provide high-level prospective evidence to support standardized deployment, quality control, and broader implementation of pathology AI in clinical practice. This trial may also evaluate the potential benefits and risks of using AI tools in medical research.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started Mar 2026
Longer than P75 for not_applicable
3 active sites
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
February 6, 2026
CompletedFirst Posted
Study publicly available on registry
February 13, 2026
CompletedStudy Start
First participant enrolled
March 1, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 31, 2028
ExpectedStudy Completion
Last participant's last visit for all outcomes
December 31, 2029
February 13, 2026
February 1, 2026
2.8 years
February 6, 2026
February 6, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Area under ROC curve (AUC)
Area under the curve
Assessments will be conducted within one week after the pathologists' diagnoses
Secondary Outcomes (2)
Diagnostic time per case
Measured immediately after the pathologists' diagnosis
Pathologists' diagnostic confidence
At the time of diagnosis for each case.
Study Arms (2)
AI-assisted group
EXPERIMENTALPathologists in this group are required to use the AI pathology diagnostic model to assist their diagnoses. The AI pathology model will provide a predicted result for each case.
Independent Diagnosis Group (Control Group)
PLACEBO COMPARATORIn this group, pathologists will independently diagnose each case based on their own clinical experience, and will record both their time to diagnosis and their diagnostic confidence.
Interventions
Doctors in this group are required to use the AI model to assist their diagnoses. The AI pathology model will provide a predicted result for each case.
Pathologists will independently diagnose each case based on their own clinical experience, and will record both their time to diagnosis and their diagnostic confidence.
Eligibility Criteria
You may qualify if:
- Voluntarily provide written informed consent.
- Age ≥ 20 years.
- Have completed at least 1 year of training in pathological diagnosis.
You may not qualify if:
- Individuals with reading difficulties or a reading disorder.
- Unwilling to participate in this study.
- Patients:
- Voluntarily provide written informed consent.
- Age ≥ 18 years.
- Have available digital pathology images and relevant clinical information.
- Missing data or data quality not meeting the requirements for analysis.
- Deemed unsuitable for participation by the investigator.
- Unwilling to participate in this study.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (3)
The First Hospital Affiliated to AMU SOUTHWEST HOSPITAL
Chongqing, Chongqing Municipality, China
Nanfang Hospital, Southern Medical University
Guangzhou, Guangdong, China 510515, China
The First Affiliated Hospital of Zhengzhou University
Zhengzhou, Henan, China
Study Officials
- STUDY CHAIR
Li Liang
Nanfang Hospital, Southern Medical University
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- SINGLE
- Who Masked
- OUTCOMES ASSESSOR
- Purpose
- OTHER
- Intervention Model
- CROSSOVER
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
February 6, 2026
First Posted
February 13, 2026
Study Start
March 1, 2026
Primary Completion (Estimated)
December 31, 2028
Study Completion (Estimated)
December 31, 2029
Last Updated
February 13, 2026
Record last verified: 2026-02
Data Sharing
- IPD Sharing
- Will not share