Clinical informatics, patient-data products, and operational insight
Connected data structures, provenance, business rules, quality monitoring, and decision workflows across patient, device, and study operations.
Ultragenyx · 2019–2024
Discipline · 5 records
Patient data, informatics, and AI
Data structures, provenance, operational insight, patient narratives, and governed use of emerging AI capabilities.
Operational Telemetry: the C4I+T model for trial operations
Proposed a governed operating layer connecting cross-system data, trusted signals, interpretation, and accountable action across clinical trials.
March 2026 concept brief
AI governance, human review, and practical workflow design
Applied consent, provenance, human review, and controlled workflows to exploratory AI use in patient information and operations.
2024–2026 independent design work; earlier operating foundations
PatientStories.ai: patient narratives and longitudinal insight
Currently advises PatientStories.ai, building on exploratory work with consent-aware patient narratives, health biographies, and longitudinal information.
Independent work beginning in 2024; current advisory role
Trial Telemetry: governed signals across the clinical trial lifecycle
Extended Operational Telemetry into signal design, launch readiness, study execution, and traceable decisions across the trial lifecycle.
May 2026 paper and published website