{
  "id": "lib-process:scientific-discovery--causal-inference",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "causal-inference",
    "description": "Causal Inference Process - Identify causal relations and predict intervention effects\nusing structural causal models, do-calculus, and potential outcomes frameworks for scientific discovery.",
    "libraryPath": "library/specializations/domains/science/scientific-discovery/causal-inference.js",
    "specialization": "scientific-discovery",
    "references": [
      "- Pearl, J. (2009). Causality: Models, Reasoning, and Inference\n- Imbens & Rubin (2015). Causal Inference for Statistics, Social, and Biomedical Sciences\n- Peters, Janzing, Scholkopf (2017). Elements of Causal Inference\n- Hernan & Robins (2020). Causal Inference: What If"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/scientific-discovery/causal-inference', {\n  domain: 'Epidemiology',\n  variables: ['smoking', 'lung_cancer', 'age', 'genetics'],\n  researchQuestion: 'What is the causal effect of smoking on lung cancer controlling for confounders?',\n  priorKnowledge: ['Age affects both smoking probability and cancer risk']\n});",
    "usesAgents": [
      "causal-reasoning-analyst",
      "statistical-consultant",
      "rigor-assessor"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "skill-area:deep-web-research",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "domain:scientific-discovery",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "workflow:peer-review-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "specialization:scientific-research-methods",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "specialization:scientific-discovery",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "lib-agent:scientific-discovery--causal-reasoning-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "lib-agent:scientific-discovery--statistical-consultant",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:scientific-discovery--causal-inference",
      "to": "lib-agent:scientific-discovery--rigor-assessor",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}