extract: 2025-08-01-apha-food-is-medicine-health-equity-report (#1272)

inbox/queue/.extraction-debug/2025-08-01-apha-food-is-medicine-health-equity-report.json

@@ -0,0 +1,36 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "food-as-medicine-programs-serve-dual-purposes-requiring-different-evidence-standards-for-clinical-outcomes-versus-health-equity-goals.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "food-as-medicine-implementation-risks-reproducing-health-disparities-by-reaching-motivated-populations-while-missing-highest-need-groups.md",
+      "issues": [
+        "no_frontmatter"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 6,
+    "rejected": 2,
+    "fixes_applied": [
+      "food-as-medicine-programs-serve-dual-purposes-requiring-different-evidence-standards-for-clinical-outcomes-versus-health-equity-goals.md:set_created:2026-03-18",
+      "food-as-medicine-programs-serve-dual-purposes-requiring-different-evidence-standards-for-clinical-outcomes-versus-health-equity-goals.md:stripped_wiki_link:SDOH-interventions-show-strong-ROI-but-adoption-stalls-becau",
+      "food-as-medicine-programs-serve-dual-purposes-requiring-different-evidence-standards-for-clinical-outcomes-versus-health-equity-goals.md:stripped_wiki_link:medical-care-explains-only-10-20-percent-of-health-outcomes-",
+      "food-as-medicine-implementation-risks-reproducing-health-disparities-by-reaching-motivated-populations-while-missing-highest-need-groups.md:set_created:2026-03-18",
+      "food-as-medicine-implementation-risks-reproducing-health-disparities-by-reaching-motivated-populations-while-missing-highest-need-groups.md:stripped_wiki_link:lower-income-patients-show-higher-glp-1-discontinuation-rate",
+      "food-as-medicine-implementation-risks-reproducing-health-disparities-by-reaching-motivated-populations-while-missing-highest-need-groups.md:stripped_wiki_link:SDOH-interventions-show-strong-ROI-but-adoption-stalls-becau"
+    ],
+    "rejections": [
+      "food-as-medicine-programs-serve-dual-purposes-requiring-different-evidence-standards-for-clinical-outcomes-versus-health-equity-goals.md:missing_attribution_extractor",
+      "food-as-medicine-implementation-risks-reproducing-health-disparities-by-reaching-motivated-populations-while-missing-highest-need-groups.md:no_frontmatter"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/queue/2025-08-01-apha-food-is-medicine-health-equity-report.md

@@ -7,9 +7,13 @@ date: 2025-08-01
 domain: health
 secondary_domains: []
 format: report
-status: unprocessed
+status: null-result
 priority: medium
 tags: [food-is-medicine, health-equity, nutrition, public-health, apha, policy-advocacy, disparities]
+processed_by: vida
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -67,3 +71,12 @@ APHA published a comprehensive report "Food is Medicine: Advancing Health Equity
 PRIMARY CONNECTION: Health equity and SDOH territory — Cory's stated priority from the research directive
 WHY ARCHIVED: The equity-vs-clinical framing distinction is essential context for any FIM policy claim; changes what "evidence" is required depending on the policy goal
 EXTRACTION HINT: The key extractable insight is the reframing: FIM programs serve two purposes (clinical outcomes + food security/equity) that require different evidence standards. A program that improves food security and diet quality is a public health success even if it doesn't improve HbA1c. The KB should distinguish these two claims.
+
+
+## Key Facts
+- Poor nutrition in the US causes more than 600,000 deaths annually (APHA 2025)
+- Poor nutrition costs an estimated $1.1 trillion annually in health care spending and lost productivity (APHA 2025)
+- A majority of Americans expressed interest in participating in FIM interventions (Health Affairs survey cited in APHA report)
+- More than two-thirds of Americans believe Medicare and Medicaid should help pay for FIM programs (Health Affairs survey)
+- APHA report published August 2025, after VBID termination (November 2024) and HHS FIM Landscape Summary (February 2025)
+- AJPH companion piece published in Volume 115, Issue 9, 2025