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How Technology Platforms Can Support V28 Adoption?


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The transition from HCC Model V24 to V28 represents a major change in Medicare Advantage risk adjustment and reimbursement. CMS removed 2,294 ICD-10 codes that previously mapped to HCCs, meaning those diagnoses no longer contribute to risk scores under V28. This change is expected to reduce risk-adjusted payments by an average of 3.12 percent, creating nearly eleven billion dollars in system-wide savings. For healthcare organizations, this translates into lower revenue unless coding, documentation, and workflows adapt quickly.

What Changed Between V24 and V28?

Major Model Differences

V28 fundamentally reshapes how patient risk is calculated. Thousands of diagnosis codes have been eliminated, and payment weights redistributed across condition categories. Several HCC coefficients are now constrained to share similar values, reducing variation between mild conditions. As a result, simple cases such as isolated diabetes generally produce lower RAF scores, while patients with multiple chronic or severe conditions may generate higher scores due to revised interaction rules.

Key Risk Adjustment Updates

Under V28, higher coefficients apply to immune disorders, chronic ulcers, advanced heart failure, pulmonary fibrosis, and late-stage kidney disease. At the same time, uncomplicated conditions contribute less to overall risk. These updates increase the importance of documenting severity, complexity, and coexisting conditions with precision.

How Technology Platforms Support the Transition

Automated Code Validation

Managing both V24 and V28 models manually creates a high risk of missed HCCs and documentation gaps. Technology platforms automate code validation by checking diagnoses against both models simultaneously. When a removed code is detected, systems alert providers and recommend compliant alternatives supported by documentation. This allows organizations to see financial impact differences before claims submission.

Managing Blended RAF Calculations

The three-year phase-in period adds complexity through blended RAF calculations. In 2024, risk scores use sixty-seven percent V28 and thirty-three percent V24. Technology platforms automatically apply the correct blend based on service dates, ensuring compliance as V28 becomes fully effective.

Documentation Standards Under V28

Precision and Specificity Requirements

With fewer ICD-10 codes contributing to risk scores, V28 demands highly accurate documentation. Providers must capture severity, chronicity, and current status of all conditions at each encounter. AI-powered systems analyze clinical notes, identify undocumented conditions, validate codes against V28 mappings, and prompt providers to close gaps in real time.

Protecting Revenue During the Transition

Revenue Optimization Strategies

The impact of V28 varies by patient mix. Organizations caring for complex patients may see gains, while those dominated by simple cases may experience losses. Technology platforms identify high-value HCC opportunities, prioritize documentation, track RAF trends, and alert teams to gaps. Integrated platforms combine clinical data, claims history, labs, pharmacy information, and social determinants of health to produce accurate risk profiles.

Key Takeaway

  1. Successfully transitioning from HCC Model V24 to V28 requires automation, real-time analytics, and proactive documentation. With billions in projected payment reductions, every captured HCC matters. Organizations that adopt advanced platforms can protect revenue, maintain compliance, and improve coding accuracy throughout the transition. Persivia supports this shift by embedding V28 intelligence directly into workflows.
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