{
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    {
      "filename": "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md",
      "issues": [
        "missing_attribution_extractor"
      ]
    },
    {
      "filename": "ai-changes-human-cognitive-processes-not-just-decisions.md",
      "issues": [
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      ]
    },
    {
      "filename": "joint-activity-testing-evaluates-human-ai-systems-holistically.md",
      "issues": [
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      ]
    }
  ],
  "validation_stats": {
    "total": 3,
    "kept": 0,
    "fixed": 10,
    "rejected": 3,
    "fixes_applied": [
      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:set_created:2026-03-18",
      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:stripped_wiki_link:human-in-the-loop clinical AI degrades to worse-than-AI-alon",
      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:stripped_wiki_link:AI capability and reliability are independent dimensions",
      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:stripped_wiki_link:economic forces push humans out of every cognitive loop wher",
      "ai-changes-human-cognitive-processes-not-just-decisions.md:set_created:2026-03-18",
      "ai-changes-human-cognitive-processes-not-just-decisions.md:stripped_wiki_link:human-in-the-loop clinical AI degrades to worse-than-AI-alon",
      "ai-changes-human-cognitive-processes-not-just-decisions.md:stripped_wiki_link:delegating critical infrastructure development to AI creates",
      "joint-activity-testing-evaluates-human-ai-systems-holistically.md:set_created:2026-03-18",
      "joint-activity-testing-evaluates-human-ai-systems-holistically.md:stripped_wiki_link:pre-deployment-AI-evaluations-do-not-predict-real-world-risk",
      "joint-activity-testing-evaluates-human-ai-systems-holistically.md:stripped_wiki_link:multi-agent deployment exposes emergent security vulnerabili"
    ],
    "rejections": [
      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:missing_attribution_extractor",
      "ai-changes-human-cognitive-processes-not-just-decisions.md:missing_attribution_extractor",
      "joint-activity-testing-evaluates-human-ai-systems-holistically.md:missing_attribution_extractor"
    ]
  },
  "model": "anthropic/claude-sonnet-4.5",
  "date": "2026-03-18"
}