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Association Between Physician Risk Assessment, Hierarchical Condition Categories, and Utilization of Medical Services
Robert J Fortuna1,2,3,4, John S Clark1, Wallace E Johnson1,2
1Center for Primary Care, University of Rochester, Rochester, New York, USA.
Hierarchical Condition Categories (HCCs) show moderate-to-weak correlation with physician risk scores. While HCCs and clinical risk scores associate with healthcare charges and utilization, caution is advised due to the weak correlation.
Area of Science:
- Health Services Research
- Clinical Informatics
- Risk Adjustment Methodologies
Background:
- Hierarchical Condition Categories (HCCs) are utilized for risk adjustment to align care management with population health needs.
- Physician-determined clinical risk (CR) scores offer a subjective assessment of patient risk for adverse events.
Purpose of the Study:
- To examine the association between HCC scores and physician-determined CR scores.
- To evaluate the relationship between HCC scores, CR scores, healthcare charges, and utilization of medical services.
Main Methods:
- A study involving 128 primary care physicians (PCPs) assessed 6167 patients across 31 practices.
- PCPs assigned CR scores for the top 50 high-risk patients based on HCC scores.
- Statistical analysis correlated HCC scores with CR scores, annual charges, and healthcare utilization.
Main Results:
- A moderate-to-weak correlation (44.0%) was found between HCC scores and physician CR scores.
- Only 18.5% of PCPs demonstrated a correlation greater than 60% between HCC and CR scores.
- Both HCC and CR scores positively correlated with healthcare charges, hospital admissions, emergency department visits, and advanced imaging utilization.
Conclusions:
- HCC scores demonstrate a moderate-to-weak correlation with physician assessments of patient risk for ED visits or hospital admissions.
- While HCCs and CR scores are associated with increased healthcare charges and utilization, the limited concordance with physician judgment suggests cautious application.
- HCCs may aid in health resource allocation, but their predictive accuracy for individual patient risk requires careful consideration.
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