{
  "id": "lib-process:mathematics--statistical-model-selection",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "statistical-model-selection",
    "description": "Guide selection of appropriate statistical models based on data characteristics, assumptions,\nand research questions. Includes model comparison using information criteria and cross-validation.",
    "libraryPath": "library/specializations/domains/science/mathematics/statistical-model-selection.js",
    "specialization": "mathematics",
    "references": [
      "- Burnham & Anderson, Model Selection and Multimodel Inference\n- Gelman et al., Bayesian Data Analysis\n- Hastie et al., The Elements of Statistical Learning\n- Agresti, Categorical Data Analysis"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/mathematics/statistical-model-selection', {\n  dataDescription: 'Longitudinal data with repeated measurements per subject over 12 time points',\n  researchQuestion: 'How does treatment affect outcome trajectory over time?',\n  dataCharacteristics: { sampleSize: 200, responseType: 'continuous', missingData: 0.15, nested: true },\n  candidateModels: ['linear-mixed-model', 'generalized-estimating-equations', 'growth-curve-model']\n});",
    "usesAgents": [
      "statistician"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "skill-area:mathematical-reasoning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "domain:mathematics",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "specialization:computational-mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--statistical-model-selection",
      "to": "specialization:mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}