Scientific Research Capabilities

{
  "id": "scientific-research",
  "numericId": null,
  "path": "/knowledge-base/capabilities/scientific-research/",
  "filePath": "knowledge-base/capabilities/scientific-research.mdx",
  "title": "Scientific Research Capabilities",
  "quality": 68,
  "readerImportance": 72.4,
  "researchImportance": 94.5,
  "tacticalValue": 72,
  "contentFormat": "article",
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  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "Comprehensive survey of AI scientific research capabilities across biology, chemistry, materials science, and automated research, documenting key benchmarks (AlphaFold's 214M structures, GNoME's 2.2M crystals, AI drug candidates at 80-90% Phase I success but zero market approvals) alongside dual-use risks including bioweapons development and accelerated unsafe AI development. The page is a well-organized compilation of existing work with strong concreteness but limited original synthesis or actionable prioritization guidance.",
  "description": "AI systems' developing ability to conduct scientific research across domains. AlphaFold predicted 214 million protein structures; GNoME identified 2.2 million crystal structures in 17 days. AI drug candidates show 80-90% Phase I success rates versus 40-65% traditional rates, though none have reached market approval as of 2024. Sakana's AI Scientist produces research papers autonomously at \\$15 each with 42% experiment failure rate. These capabilities create dual-use risks including bioweapons development and accelerated unsafe AI development.",
  "ratings": {
    "focus": 7.5,
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    "actionability": 5,
    "objectivity": 6.5
  },
  "category": "capabilities",
  "subcategory": "applications",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
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  "suggestedQuality": 100,
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  "unconvertedLinks": [
    {
      "text": "AlphaFold: 214M structures",
      "url": "https://alphafold.ebi.ac.uk/",
      "resourceId": "5c44e34893cf58f5",
      "resourceTitle": "alphafold.ebi.ac.uk"
    }
  ],
  "unconvertedLinkCount": 1,
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  "backlinkCount": 6,
  "hallucinationRisk": {
    "level": "medium",
    "score": 55,
    "factors": [
      "no-citations"
    ]
  },
  "entityType": "capability",
  "redundancy": {
    "maxSimilarity": 22,
    "similarPages": [
      {
        "id": "self-improvement",
        "title": "Self-Improvement and Recursive Enhancement",
        "path": "/knowledge-base/capabilities/self-improvement/",
        "similarity": 22
      },
      {
        "id": "agentic-ai",
        "title": "Agentic AI",
        "path": "/knowledge-base/capabilities/agentic-ai/",
        "similarity": 21
      },
      {
        "id": "reasoning",
        "title": "Reasoning and Planning",
        "path": "/knowledge-base/capabilities/reasoning/",
        "similarity": 21
      },
      {
        "id": "scalable-oversight",
        "title": "Scalable Oversight",
        "path": "/knowledge-base/responses/scalable-oversight/",
        "similarity": 21
      },
      {
        "id": "authoritarian-tools-diffusion",
        "title": "Authoritarian Tools Diffusion Model",
        "path": "/knowledge-base/models/authoritarian-tools-diffusion/",
        "similarity": 20
      }
    ]
  },
  "changeHistory": [
    {
      "date": "2026-02-18",
      "branch": "claude/review-pr-216-P4Fcu",
      "title": "Fix audit report findings from PR #216",
      "summary": "Reviewed PR #216 (comprehensive wiki audit report) and implemented fixes for the major issues it identified: fixed 181 path-style EntityLink IDs across 33 files, converted 164 broken EntityLinks (referencing non-existent entities) to plain text across 38 files, fixed a temporal inconsistency in anthropic.mdx, and added missing description fields to 53 ai-transition-model pages."
    }
  ],
  "coverage": {
    "passing": 6,
    "total": 13,
    "targets": {
      "tables": 23,
      "diagrams": 2,
      "internalLinks": 47,
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    },
    "actuals": {
      "tables": 4,
      "diagrams": 1,
      "internalLinks": 40,
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      "footnotes": 0,
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      "quotesWithQuotes": 0,
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      "accuracyChecked": 0,
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    },
    "items": {
      "llmSummary": "green",
      "schedule": "green",
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      "tables": "amber",
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      "internalLinks": "amber",
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      "footnotes": "red",
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      "quotes": "red",
      "accuracy": "red"
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    "editHistoryCount": 1,
    "ratingsString": "N:3.5 R:6.5 A:5 C:7.8"
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  "readerRank": 146,
  "researchRank": 5,
  "recommendedScore": 194.06
}

No external links