AI-Powered DIY Screening System for Diabetic Retinopathy
AI-powered Low-cost Portable Fundus Camera to Deliver Diabetic Retinopathy Screening At Primary Health Care Setting: a Pragmatic Trial
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Mingguang He
- Phone Number: 85234002795
- Email: mingguang.he@polyu.edu.hk
Study Contact Backup
- Name: Yanxian Chen
- Phone Number: 85227666111
- Email: yan-xian.chen@polyu.edu.hk
Study Locations
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-
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Hong Kong, Hong Kong
- Recruiting
- SPGC and Optometry Clinics
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Contact:
- He Prof.
- Phone Number: 85234002795
- Email: mingguang.he@polyu.edu.hk
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-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- subjects who are 50 years of age or older, or subjects who are 18 years of age or older and have diabetes, and
- have not undertaken an eye examination in the previous 12 months (elevated risk of undiagnosed disease).
- Provide written informed consent.
Exclusion Criteria:
- individuals with physical disabilities that prevent the use of a fundus camera, or
- individuals with speech impairments who are unable to complete telephone follow-ups.
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Screening
- Allocation: N/A
- Interventional Model: Single Group Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: Screening
All the participants will undertake an AI-powered fundus camera screening, physician/optometrist consultation, survey with questionnaires and a phone interview three months after their baseline assessment.
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All the participants will undertake an AI-powered fundus camera screening, physician/optometrist consultation, survey with questionnaires and a phone interview three months after their baseline assessment.
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What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Success Rate without Active Assistant Help
Time Frame: 3 months
|
Success rate of using the DIY screening booth help will be determined by the number of successful screening runs without active assistant help divided by the total number of screening runs.
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3 months
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Assessment of Consumer Acceptability
Time Frame: 3 months
|
Assessment of consumer acceptability will be determined by the positive response rate/screening rate (i.e. the total number of eligible patients who agree to screening (numerator) divided by the total number of eligible individuals (denominator)).
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3 months
|
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Diagnostic Accuracy
Time Frame: 3 months
|
All retinal images will be re-graded by two independent ophthalmologists, with any disagreements adjudicated by a third ophthalmologist (gold standard).
This grading result will be considered as gold standard reference for the diagnostic accuracy of the automated screening.
The indicators for diagnostic accuracy include: sensitivity.
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3 months
|
|
Disease Detection Rates
Time Frame: 3 months
|
The detection rate is defined as the proportion of newly diagnosed DR cases divided by the total number of eligible individuals.
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3 months
|
|
Adherence to Referral
Time Frame: 3 months
|
Patient adherence to referral will be measured as the proportion of patients who attend an ophthalmology service among the total number of referred patients.
|
3 months
|
|
Technical Feasibility: Quality of Image Acquisition
Time Frame: 3 months
|
The investigators will use a standardized checklist to assess the quality of images acquired during the study.
This checklist will include criteria resolution, clarity, and completeness of the images.
A sample of images will be reviewed by a panel of experts to ensure consistency and reliability in the assessment.
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3 months
|
|
Cost-effectiveness of DIY Screening
Time Frame: 3 months
|
The cost-effective analyses will involve using the incremental cost-effectiveness ratio (ICER) as the key indicator to identify whether DIY screening model is a good investment.
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3 months
|
|
Assessment of Consumer Satisfaction
Time Frame: 3 months
|
The responses to the 5-point Likert scale question will be analysed using the "document variable statistics" function in MAXQDA software.
Data from the open-ended questionnaire will be analysed thematically.
All themed information will be shared for review by project steering committee.
The Likert scale ranges from 1 to 5. The content includes 5 options, including strongly disagree, disagree, neural, agree, strongly agree.
The higher scores (e.g., 4 or 5) indicate a stronger agreement or a more positive attitude towards the statement, while lower scores (e.g., 1 or 2) indicate disagreement or a more negative attitude.
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3 months
|
|
Diagnostic Accuracy
Time Frame: 3 months
|
All retinal images will be re-graded by two independent ophthalmologists, with any disagreements adjudicated by a third ophthalmologist (gold standard).
This grading result will be considered as gold standard reference for the diagnostic accuracy of the automated screening.
The indicators for diagnostic accuracy include: specificity.
|
3 months
|
|
Diagnostic Accuracy
Time Frame: 3 months
|
All retinal images will be re-graded by two independent ophthalmologists, with any disagreements adjudicated by a third ophthalmologist (gold standard).
This grading result will be considered as gold standard reference for the diagnostic accuracy of the automated screening.
The indicators for diagnostic accuracy include: accuracy.
|
3 months
|
|
Diagnostic Accuracy
Time Frame: 3 months
|
All retinal images will be re-graded by two independent ophthalmologists, with any disagreements adjudicated by a third ophthalmologist (gold standard).
This grading result will be considered as gold standard reference for the diagnostic accuracy of the automated screening.
The indicators for diagnostic accuracy include: positive/negative predictive values.
|
3 months
|
|
Diagnostic Accuracy
Time Frame: 3 months
|
All retinal images will be re-graded by two independent ophthalmologists, with any disagreements adjudicated by a third ophthalmologist (gold standard).
This grading result will be considered as gold standard reference for the diagnostic accuracy of the automated screening.
The indicators for diagnostic accuracy include: area under curve.
|
3 months
|
|
Technical Feasibility:The duration of Clinic Flow
Time Frame: 3 months
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The investigators will conduct time-motion studies to evaluate the impact of the new imaging process on clinic flow.
This will track the time taken for image acquisition, processing, and reporting and record the total time spent.
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3 months
|
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Technical Feasibility:Reporting and Impact on Clinic Flow
Time Frame: 3 months
|
The investigators will involve track any delays or disruptions in the clinic schedule.
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3 months
|
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Technical Feasibility: The type of technical error
Time Frame: 3 months
|
The investigators will maintain a log of technical errors encountered during the image acquisition process.
This log will include the type of error.
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3 months
|
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Technical Feasibility: Number of Recorded Technical Errors
Time Frame: 3 months
|
The investigators will maintain a log of technical errors encountered during the image acquisition process.
This log will record the frequency of each type of technical errors.
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3 months
|
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Technical Feasibility: Remedies for technical errors
Time Frame: 3 months
|
The investigators will maintain a log of technical errors encountered during the image acquisition process.
This log will document any corrective actions taken in response to technical errors.
Regular review meetings will be held to analyze these errors and implement strategies to minimize their occurrence.
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3 months
|
Collaborators and Investigators
Sponsor
Sponsor
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- HSEARS20231218003
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
product manufactured in and exported from the U.S.
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