From 959ceaae8119d8ed0a2262d3aa5feb3d91cb2459 Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Thu, 12 Mar 2026 06:31:43 +0000 Subject: [PATCH] vida: extract from 2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer.md - Source: inbox/archive/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer.md - Domain: health - Extracted by: headless extraction cron (worker 5) Pentagon-Agent: Vida --- ...01-00-commonwealth-fund-risk-adjustment-ma-explainer.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/inbox/archive/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer.md b/inbox/archive/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer.md index fab22416e..e07a2f3b6 100644 --- a/inbox/archive/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer.md +++ b/inbox/archive/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer.md @@ -7,9 +7,14 @@ date: 2026-01-01 domain: health secondary_domains: [] format: report -status: unprocessed +status: null-result priority: high tags: [risk-adjustment, cms-hcc, upcoding, medicare-advantage, V28, chart-review] +processed_by: vida +processed_date: 2026-03-11 +enrichments_applied: ["CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md"] +extraction_model: "anthropic/claude-sonnet-4.5" +extraction_notes: "Extracted 4 new claims on MA risk adjustment mechanics and 1 enrichment. Key insights: (1) V28 and chart review exclusion are complementary reforms targeting different dimensions of upcoding ($7.6B + $7B = ~$14B annual impact), (2) 70% unsupported diagnosis rate from OIG audits reveals systematic gaming at scale, (3) HCC payment structure creates direct financial incentive for code maximization independent of care needs. The mechanical detail on how risk adjustment works (capitation adjusted by diagnosis-based risk scores) explains why chart reviews and in-home assessments exist as code-capture infrastructure with no care delivery function." --- ## Content