Healthcare · Clinical Risk & Operations Platform for Elderly Care

Italian RSA Network (Freelance).

Role: ML & Data Platform Lead (Freelance)HealthTech · Long-Term Care · Clinical Decision SupportPrior experience — Michele Sanna, freelanceStatus: Completed

Unified FHIR-based clinical data model across fragmented RSA source systems, with risk models for falls, pressure ulcers, and early sepsis, plus an acuity-weighted staffing optimiser respecting regional minimum-staffing regulations.

  • Python
  • PyTorch
  • FastAPI
  • PostgreSQL
  • HAPI-FHIR
  • Redis
  • Grafana
  • React
−34%in-facility falls with injury across 12 RSAs (~1,800 beds) over 12 months
−41%stage-2+ pressure ulcers
−22%sepsis-related hospital transfers; antibiotic administration −6.5h earlier
~€2.8M/yearsaved in avoided clawbacks and agency-nurse premiums across the network

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