Validation of a Universal Cataract Intelligence Platform
NCT03623971 · Status: COMPLETED · Phase: NA · Type: INTERVENTIONAL · Enrollment: 500
Last updated 2018-08-09
Summary
This study established and validated a universal artificial intelligence (AI) platform for collaborative management of cataracts involving multi-level clinical scenarios and explored an AI-based medical referral pattern to improve collaborative efficiency and resource coverage.The datasets were labeled using a three-step strategy: (1) categorize slit lamp photographs into four separate capture modes; (2) diagnose each photograph as a normal lens, cataract or a postoperative eye; and (3) based on etiology and severity, further classify each diagnosed photograph for a management strategy of referral or follow-up. A deep residual convolutional neural network (CS-ResCNN) was used for the image classification task. Moreover, we integrated the cataract AI agent with a real-world multi-level referral pattern involving self-monitoring at home, primary healthcare, and specialized hospital services.
Conditions
- Cataract
- Artificial Intelligence
Interventions
- DEVICE
-
Cataract AI agent
An artificial intelligence to make comprehensive evaluation and treatment decision of different types of cataracts.
Sponsors & Collaborators
-
Xidian University
collaborator OTHER -
Sun Yat-sen University
lead OTHER
Study Design
- Allocation
- NA
- Purpose
- DIAGNOSTIC
- Masking
- NONE
- Model
- SINGLE_GROUP
Eligibility
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2013-01-01
- Primary Completion
- 2017-06-01
- Completion
- 2017-06-01
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