Context-Attributable Risk

Benefits

Risks & contraindications

Comparisons

Evidence quality

Other

Highlighted claims

• Context-attributable risk compared predicted acute care risk from the System Context Model with the Patient-Only Model. — Integrating healthcare system context to improve risk prediction and assess racial disparities among dual-eligible Medicare–Medicaid beneficiaries: a retrospective cohort study using national fee-for-service claims
• The CAR framework was interpreted as associative rather than causal. — Integrating healthcare system context to improve risk prediction and assess racial disparities among dual-eligible Medicare–Medicaid beneficiaries: a retrospective cohort study using national fee-for-service claims
• System context reduced predicted risk for most beneficiaries and amplified risk for a minority. — Integrating healthcare system context to improve risk prediction and assess racial disparities among dual-eligible Medicare–Medicaid beneficiaries: a retrospective cohort study using national fee-for-service claims
• CAR varied across racial groups, with Black beneficiaries showing higher amplification rates among those with positive CAR. — Integrating healthcare system context to improve risk prediction and assess racial disparities among dual-eligible Medicare–Medicaid beneficiaries: a retrospective cohort study using national fee-for-service claims
• High fragmentation and limited provider access were associated with amplified contextual risk for some beneficiaries. — Integrating healthcare system context to improve risk prediction and assess racial disparities among dual-eligible Medicare–Medicaid beneficiaries: a retrospective cohort study using national fee-for-service claims