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Autonomous diabetic retinopathy screening in primary care

Netherlands

Pre-operative risk-stratification model for major surgery

Spain

Type-2 diabetes long-term outcome predictor

Netherlands

Trust badgeValidatedValidatedValidated
Evidence strengthRobust evidenceRobust evidenceRobust evidence
Pipeline stageValidatedValidatedValidated
Intended useProvides an autonomous screening decision for more-than-mild diabetic retinopathy from retinal fundus images, referring positive cases to ophthalmology.Computes a 30-day mortality and morbidity risk score from pre-operative records to support anaesthetic optimisation and shared decision-making.Estimates 5-year risk of major diabetes-related complications (cardiovascular, renal, retinal) from longitudinal primary-care records to support care-plan intensification.
SpecialtyOtherSurgeryEndocrinology
AutonomyAutonomous (acts without a human)Informs a human (advisory)Informs a human (advisory)
DeploymentActive deploymentActive deploymentActive deployment
EU AI Act tierHigh-riskHigh-riskHigh-risk
EU MDR classClass IIbNot a deviceNot a device
CE markingCE markedNot requiredNot required
NICE ESF tierTier C — treat / diagnose / calculate riskTier C — treat / diagnose / calculate riskTier C — treat / diagnose / calculate risk
Headline metricSensitivity: 0.87AUC / AUROC: 0.85AUC / AUROC: 0.82
Subgroup assessedYesYesYes