{
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  "_kind": "Page",
  "_file": "wiki/library/research.md",
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  "attributes": {
    "nodeKind": "Page",
    "title": "Research Specialization (Library)",
    "displayName": "Research Specialization (Library)",
    "slug": "library/research",
    "articlePath": "wiki/library/research.md",
    "article": "\n# Research Specialization\n\nProcesses for systematic research analysis, standards comparison auditing, and extraction verification.\n\n## Processes\n\n- **standards-gap-audit.js** — Generic gap audit process for standards research documents. Audits research/comparison documentation against source extraction text using configurable failure pattern categories.\n\n## Usage\n\n```js\nimport { process } from './standards-gap-audit.js';\n\nconst result = await process({\n  documents: [\n    { name: 'Comparison Doc', path: '/path/to/comparison.md' },\n    { name: 'Engineering Changes', path: '/path/to/changes.md' }\n  ],\n  extractionFile: '/path/to/extraction.txt',\n  extractionDir: '/path/to/extraction/',\n  // Optional: custom gap patterns and fix instructions\n  gapPatterns: [...],\n  fixInstructions: {...},\n  domainContext: 'Steel design standard comparison'\n}, ctx);\n```\n",
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      "specialization:research"
    ]
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