The original title is "Automating RAF Scoring in Real Time: An Architecture Walkthrough"

Short summary

Moving Risk Adjustment Factor scoring from nightly batch to real-time event-driven processing improves timeliness and accuracy in Medicare billing. Each diagnosis event triggers immediate HCC mapping and member RAF recomputation with full itemization for audit compliance. Requires pinned model versions, idempotent operations, and a fallback batch path for population reloads.

• •Real-time RAF scoring via event-driven architecture replaces batch processing for faster member-level updates
• •Each diagnosis event is mapped to HCC codes, triggering immediate recomputation with full breakdown for RADV audit trails
• •Pin model versions, implement idempotent recomputes, and maintain a batch path for initial population load and model-year resets

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