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Medicare & MA Attribution Files Are on the Way – Are You Ready?

A significant risk associated with the use of LLMs is their potential to create hallucinations - false information. (2)

As Medicare value-based care success becomes more challenging, patient attribution & engagement have become the most important drivers of performance.

When new attribution files arrive, many organizations face a familiar challenge:

  • Which patients are you accountable for – not just who appears in the EMR
  • How are those patients attributed across value-based care programs
  • How stable is your patient panel for care planning and engagement

Attribution isn’t just administrative – it shapes who’s responsible for patient engagement, care coordination, and performance in value-based programs.

If your attribution list shifts, your engagement strategy must shift with it.

The Growing Pressure on Care Teams 

Value-based care programs continue to raise the bar. Organizations are expected to improve outcomes while managing larger and more dynamic patient populations.

At the same time, care teams are already stretched thin.

Manual outreach does not scale.
Incremental hiring increases cost.
And without consistent engagement, patient panels become unstable.

The result? Performance risk.

How Florence Helps 

That’s where Florence comes in.

Florence’s AI-augmented, always-on patient engagement platform can:

  • Bridge information gaps by collecting real-time patient data, symptoms, and patient status between visits
  • Improve engagement and continuity, leading to better outcomes and more stable attribution populations
  • Automate routine outreach and monitoring, increasing capacity without increasing care team & clinician burden

By maintaining structured, ongoing communication with patients through simple text messaging, Florence helps organizations stay connected to newly attributed populations from day one.

Supporting Newly Attributed Patients

New attribution files don’t have to create operational disruption.

With the right engagement infrastructure in place, organizations can:

  • Identify accountable patients quickly
  • Stabilize patient panels
  • Strengthen care coordination
  • Improve quality performance

Because attribution directly impacts engagement, care planning, and measurable outcomes.

The reality is simple: attribution will continue to evolve. Your engagement strategy should be designed to adapt to it.

Florence helps you support newly attributed patients immediately – without increasing staff workload.

Or email us at info@generatedhealth.com

 

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Generated Health
Mercury House, 117 Waterloo Road
London SE1 8UL

Call: +443455050120