diff --git a/inbox/queue/.extraction-debug/2025-10-15-cell-reports-medicine-llm-pharmacist-copilot-medication-safety.json b/inbox/queue/.extraction-debug/2025-10-15-cell-reports-medicine-llm-pharmacist-copilot-medication-safety.json
new file mode 100644
index 00000000..8124450a
--- /dev/null
+++ b/inbox/queue/.extraction-debug/2025-10-15-cell-reports-medicine-llm-pharmacist-copilot-medication-safety.json
@@ -0,0 +1,24 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "llm-copilot-with-rag-architecture-improves-pharmacist-medication-error-detection-by-1-5x-for-serious-harm-cases.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 1,
+    "rejected": 1,
+    "fixes_applied": [
+      "llm-copilot-with-rag-architecture-improves-pharmacist-medication-error-detection-by-1-5x-for-serious-harm-cases.md:set_created:2026-03-24"
+    ],
+    "rejections": [
+      "llm-copilot-with-rag-architecture-improves-pharmacist-medication-error-detection-by-1-5x-for-serious-harm-cases.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-24"
+}
\ No newline at end of file
diff --git a/inbox/queue/2025-10-15-cell-reports-medicine-llm-pharmacist-copilot-medication-safety.md b/inbox/queue/2025-10-15-cell-reports-medicine-llm-pharmacist-copilot-medication-safety.md
index af901063..089028e3 100644
--- a/inbox/queue/2025-10-15-cell-reports-medicine-llm-pharmacist-copilot-medication-safety.md
+++ b/inbox/queue/2025-10-15-cell-reports-medicine-llm-pharmacist-copilot-medication-safety.md
@@ -7,9 +7,13 @@ date: 2025-10-15
 domain: health
 secondary_domains: [ai-alignment]
 format: research-paper
-status: unprocessed
+status: null-result
 priority: medium
 tags: [clinical-ai-safety, centaur-model, medication-safety, llm-copilot, pharmacist, clinical-decision-support, rag, belief-5-counter-evidence]
+processed_by: vida
+processed_date: 2026-03-24
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
 ---
 
 ## Content
@@ -55,3 +59,11 @@ Published in *Cell Reports Medicine*, October 2025 (doi: 10.1016/j.xcrm.2025.003
 PRIMARY CONNECTION: Belief 5 counter-evidence — centaur model works under specific conditions
 WHY ARCHIVED: Best positive clinical AI safety evidence found across 12 sessions; establishes the conditions under which centaur design improves outcomes
 EXTRACTION HINT: Extract with explicit scope constraint: centaur + RAG + structured safety task = works; general CDSS + automation bias mode = doesn't work per other evidence
+
+
+## Key Facts
+- Cell Reports Medicine published prospective cross-over study in October 2025 (doi: 10.1016/j.xcrm.2025.00396-9, PMC12629785)
+- Study tested 91 error scenarios based on 40 clinical vignettes across 16 medical and surgical specialties
+- Pharmacist + LLM co-pilot achieved 61% accuracy (precision 0.57, recall 0.61, F1 0.59)
+- Co-pilot mode increased accuracy by 1.5-fold over pharmacist alone for serious harm errors specifically
+- LLM-based CDSS used retrieval-augmented generation (RAG) framework with curated drug database