extract: 2026-08-02-eu-ai-act-healthcare-high-risk-obligations

Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>

inbox/queue/.extraction-debug/2026-08-02-eu-ai-act-healthcare-high-risk-obligations.json

@@ -0,0 +1,36 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "eu-ai-act-creates-first-mandatory-healthcare-ai-transparency-and-human-oversight-requirements-effective-august-2026.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "eu-ai-act-meaningful-human-oversight-requirement-may-be-incompatible-with-ehr-embedded-clinical-ai-that-presents-suggestions-at-decision-points.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 6,
+    "rejected": 2,
+    "fixes_applied": [
+      "eu-ai-act-creates-first-mandatory-healthcare-ai-transparency-and-human-oversight-requirements-effective-august-2026.md:set_created:2026-03-23",
+      "eu-ai-act-creates-first-mandatory-healthcare-ai-transparency-and-human-oversight-requirements-effective-august-2026.md:stripped_wiki_link:healthcare-ai-regulation-needs-blank-sheet-redesign-because-",
+      "eu-ai-act-creates-first-mandatory-healthcare-ai-transparency-and-human-oversight-requirements-effective-august-2026.md:stripped_wiki_link:human-in-the-loop-clinical-ai-degrades-to-worse-than-ai-alon",
+      "eu-ai-act-meaningful-human-oversight-requirement-may-be-incompatible-with-ehr-embedded-clinical-ai-that-presents-suggestions-at-decision-points.md:set_created:2026-03-23",
+      "eu-ai-act-meaningful-human-oversight-requirement-may-be-incompatible-with-ehr-embedded-clinical-ai-that-presents-suggestions-at-decision-points.md:stripped_wiki_link:human-in-the-loop-clinical-ai-degrades-to-worse-than-ai-alon",
+      "eu-ai-act-meaningful-human-oversight-requirement-may-be-incompatible-with-ehr-embedded-clinical-ai-that-presents-suggestions-at-decision-points.md:stripped_wiki_link:OpenEvidence-became-the-fastest-adopted-clinical-technology-"
+    ],
+    "rejections": [
+      "eu-ai-act-creates-first-mandatory-healthcare-ai-transparency-and-human-oversight-requirements-effective-august-2026.md:missing_attribution_extractor",
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+  "date": "2026-03-23"
+}

inbox/queue/2026-08-02-eu-ai-act-healthcare-high-risk-obligations.md

@@ -7,9 +7,13 @@ date: 2026-01-01
 domain: health
 secondary_domains: [ai-alignment]
 format: regulatory document
-status: unprocessed
+status: null-result
 priority: high
 tags: [eu-ai-act, regulatory, clinical-ai-safety, high-risk-ai, healthcare-compliance, transparency, human-oversight, belief-3, belief-5]
+processed_by: vida
+processed_date: 2026-03-23
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -70,3 +74,15 @@ The EU AI Act (formally "Regulation (EU) 2024/1689") establishes a risk-based cl
 PRIMARY CONNECTION: The claim that healthcare AI safety risks are unaddressed by market forces — the EU AI Act is the regulatory counter-mechanism
 WHY ARCHIVED: First external legal obligation requiring clinical AI transparency and human oversight design; creates a structural forcing function for what the research literature has recommended; the compliance deadline (August 2026) makes this time-sensitive
 EXTRACTION HINT: Extract the regulatory facts (high-risk classification, compliance obligations, deadline) as proven claims. Extract the "meaningful human oversight" interpretation as experimental. The NHS DTAC V2 April 2026 deadline deserves a separate mention as the UK parallel. Note the connection to OE specifically as an inference — OE hasn't announced EU market regulatory filings, but any EHR integration in a European health system would trigger Annex III.
+
+
+## Key Facts
+- EU AI Act (Regulation 2024/1689) entered into force February 2, 2025
+- Annex III high-risk AI obligations effective August 2, 2026 for new deployments
+- Full manufacturer obligations effective August 2, 2027 for all high-risk AI systems
+- NHS DTAC Version 2 published February 24, 2026
+- NHS DTAC Version 2 mandatory compliance deadline April 6, 2026
+- Healthcare AI classified as high-risk under EU AI Act Annex III and Article 6
+- EU AI Act requires public registration of high-risk AI systems in EU database
+- Training data must be 'well-documented, representative, and sufficient in quality' under EU AI Act
+- Meaningful human oversight must be 'designed into the system' per EU AI Act requirements