{
  "id": "lib-process:nanotechnology--structure-property-correlation",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "structure-property-correlation",
    "description": "Structure-Property Correlation Analysis - Systematically correlate nanomaterial structural\nfeatures (size, shape, composition, surface chemistry) with measured properties (optical, electronic,\nmagnetic, catalytic) through statistical analysis, machine learning pattern identification, and\npredictive model development with validation loops.",
    "libraryPath": "library/specializations/domains/science/nanotechnology/structure-property-correlation.js",
    "specialization": "nanotechnology",
    "references": [
      "- Materials Project: https://materialsproject.org/\n- AFLOW (Automatic FLOW): http://aflowlib.org/\n- Crystallography Open Database: https://www.crystallography.net/"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/nanotechnology/structure-property-correlation', {\n  materialDataset: { samples: 50, materialType: 'gold-nanoparticles' },\n  structuralFeatures: ['size', 'shape', 'surface-chemistry', 'crystallinity'],\n  propertyMeasurements: ['plasmon-resonance', 'catalytic-activity', 'stability'],\n  modelingGoals: { predictProperty: 'catalytic-activity', optimizeFor: 'maximum' }\n});",
    "usesAgents": [
      "data-scientist",
      "feature-engineer",
      "eda-analyst",
      "statistician",
      "ml-specialist",
      "predictive-modeler",
      "model-validator",
      "materials-physicist",
      "insights-specialist",
      "technical-writer"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "skill-area:mathematical-reasoning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "skill-area:physics-simulation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "domain:nanotechnology",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "specialization:nanotechnology",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "lib-agent:physics--data-scientist",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "lib-agent:data-science-ml--feature-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "lib-agent:data-science-ml--eda-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "lib-agent:meta--technical-writer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}