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Pre-operative risk-stratification model for major surgery

Spain

Self-referral assistant for NHS Talking Therapies

United Kingdom

Trust badgeValidatedValidated
Evidence strengthRobust evidenceDeveloping evidence
Pipeline stageValidatedValidated
Intended useComputes a 30-day mortality and morbidity risk score from pre-operative records to support anaesthetic optimisation and shared decision-making.Supports patient self-referral by collecting clinical information conversationally and routing referrals, reducing administrative wait time.
SpecialtySurgeryPsychiatry
AutonomyInforms a human (advisory)Human in the loop (human acts)
DeploymentActive deploymentActive deployment
EU AI Act tierHigh-riskLimited risk
EU MDR classNot a deviceNot a device
CE markingNot requiredNot required
NICE ESF tierTier C — treat / diagnose / calculate riskTier B — inform / monitor
Headline metricAUC / AUROC: 0.85Accuracy: 0.93
Subgroup assessedYesYes