Model Desing by Kelly Emrick, DHSc, PhD, MBA

{"version":"1.0.0","today":"2026-04-28","sampleTools":[{"id":"RAD-AI-001","name":"CT Critical Finding Triage","vendor":"Vendor A","modality":"CT","functionType":"Triage \/ Prioritization","stage":"Deployed","facilityScope":"Enterprise","clinicalOwner":"Chief of Emergency Radiology","itOwner":"Enterprise Imaging IT","dataOwner":"Radiology Informatics","regulatoryStatus":"Cleared \/ documented","phiExternal":"Yes","modelVersion":"v4.2","validationStatus":"Current","monitoringStatus":"Active","lastReview":"2026-03-15","nextReview":"2026-06-15","clinicalRisk":5,"dataRisk":4,"technicalRisk":3,"evidenceStrength":4,"governanceReadiness":4,"strategicValue":5,"equityReadiness":3,"incidentCount":1,"uptime":99.3,"adoption":87,"driftSignal":"Watch","valueScore":86,"notes":"High clinical value. Requires continuous monitoring because output affects worklist priority and time-sensitive communication."},{"id":"RAD-AI-002","name":"MRI Motion Artifact Risk Predictor","vendor":"Internal Analytics","modality":"MRI","functionType":"Workflow \/ Quality Prediction","stage":"Pilot","facilityScope":"5 hospitals","clinicalOwner":"MRI Operations Director","itOwner":"Analytics Engineering","dataOwner":"Enterprise Data Platform","regulatoryStatus":"Operational support only","phiExternal":"No","modelVersion":"v1.1","validationStatus":"Pilot validation","monitoringStatus":"Baseline pending","lastReview":"2026-04-01","nextReview":"2026-05-15","clinicalRisk":2,"dataRisk":2,"technicalRisk":3,"evidenceStrength":3,"governanceReadiness":3,"strategicValue":4,"equityReadiness":3,"incidentCount":0,"uptime":98.8,"adoption":42,"driftSignal":"Baseline","valueScore":74,"notes":"Promising operational tool. Requires stronger baseline definition before enterprise expansion."},{"id":"RAD-AI-003","name":"Chest X-ray Report Assistant","vendor":"Vendor B","modality":"X-ray","functionType":"Report Assistance","stage":"Under Review","facilityScope":"Academic medical center","clinicalOwner":"Thoracic Radiology Lead","itOwner":"Clinical Applications","dataOwner":"PACS Administration","regulatoryStatus":"Vendor documentation pending","phiExternal":"Yes","modelVersion":"v2.0","validationStatus":"Not started","monitoringStatus":"Not started","lastReview":"2026-04-18","nextReview":"2026-05-30","clinicalRisk":4,"dataRisk":4,"technicalRisk":4,"evidenceStrength":2,"governanceReadiness":2,"strategicValue":4,"equityReadiness":2,"incidentCount":0,"uptime":0,"adoption":0,"driftSignal":"N\/A","valueScore":61,"notes":"Needs local validation, documentation rules, radiologist override process, and clear language on unsupported uses."},{"id":"RAD-AI-004","name":"Mammography Density Quantification","vendor":"Vendor C","modality":"Mammography","functionType":"Quantification","stage":"Deployed","facilityScope":"Breast imaging network","clinicalOwner":"Breast Imaging Director","itOwner":"PACS Administration","dataOwner":"Breast Imaging Data Steward","regulatoryStatus":"Cleared \/ documented","phiExternal":"No","modelVersion":"v3.6","validationStatus":"Current","monitoringStatus":"Active","lastReview":"2026-02-20","nextReview":"2026-05-20","clinicalRisk":3,"dataRisk":2,"technicalRisk":2,"evidenceStrength":4,"governanceReadiness":5,"strategicValue":4,"equityReadiness":4,"incidentCount":0,"uptime":99.7,"adoption":91,"driftSignal":"Stable","valueScore":82,"notes":"Strong governance posture. Continue subgroup performance review and version-change surveillance."},{"id":"RAD-AI-005","name":"No-Show and Capacity Forecasting","vendor":"Internal Analytics","modality":"Multimodality","functionType":"Scheduling Optimization","stage":"Deployed","facilityScope":"Enterprise","clinicalOwner":"Radiology Access Leader","itOwner":"Data Platform Team","dataOwner":"Revenue Cycle Analytics","regulatoryStatus":"Operational support only","phiExternal":"No","modelVersion":"v2.4","validationStatus":"Current","monitoringStatus":"Active","lastReview":"2026-03-25","nextReview":"2026-06-25","clinicalRisk":2,"dataRisk":3,"technicalRisk":2,"evidenceStrength":3,"governanceReadiness":4,"strategicValue":5,"equityReadiness":3,"incidentCount":0,"uptime":99.1,"adoption":76,"driftSignal":"Stable","valueScore":88,"notes":"High operational value. Monitor equity implications so access optimization does not disadvantage vulnerable populations."}],"intakeSeed":{"title":"AI-assisted protocol appropriateness review","requester":"Radiology Operations","problem":"Reduce manual protocoling variation and improve exam appropriateness before scheduling.","modality":"MRI","functionType":"Protocoling","intendedUsers":"Radiologists, protocol nurses, scheduling leaders","affectedWorkflow":"Order review, scheduling, pre-authorization, scanner protocol selection","phiExternal":"No","clinicalRisk":3,"dataRisk":3,"technicalRisk":3,"evidenceStrength":2,"governanceReadiness":2,"strategicValue":5},"pluginVersion":"1.0.0"}

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Kelly Emrick, DHSc, PhD, MBA