{
  "id": "lib-process:mathematics--hypothesis-testing-framework",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "hypothesis-testing-framework",
    "description": "Conduct rigorous hypothesis testing with proper multiple comparison corrections,\neffect size estimation, and confidence interval construction.",
    "libraryPath": "library/specializations/domains/science/mathematics/hypothesis-testing-framework.js",
    "specialization": "mathematics",
    "references": [
      "- Lehmann & Romano, Testing Statistical Hypotheses\n- Cohen, Statistical Power Analysis\n- Cumming, Understanding The New Statistics\n- Wasserstein & Lazar, ASA Statement on P-Values"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/mathematics/hypothesis-testing-framework', {\n  hypotheses: [\n    { null: 'Mean difference = 0', alternative: 'Mean difference != 0', type: 'two-tailed' }\n  ],\n  data: { groups: ['treatment', 'control'], n: [50, 50], means: [15.2, 12.8], sds: [3.1, 2.9] },\n  alpha: 0.05,\n  testType: 't-test',\n  multipleComparisons: false\n});",
    "usesAgents": [
      "statistician"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "skill-area:mathematical-reasoning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "domain:mathematics",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "specialization:computational-mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--hypothesis-testing-framework",
      "to": "specialization:mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}