{
  "id": "lib-process:scientific-discovery--counterfactual-reasoning",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "counterfactual-reasoning",
    "description": "Counterfactual Reasoning Process - Evaluate alternate histories given a causal model\nto answer \"what if\" questions and assess individual-level causal effects using structural equations.",
    "libraryPath": "library/specializations/domains/science/scientific-discovery/counterfactual-reasoning.js",
    "specialization": "scientific-discovery",
    "references": [
      "- Pearl (2009). Causality, Chapter 7: The Logic of Counterfactuals\n- Lewis (1973). Counterfactuals\n- Halpern & Pearl (2005). Causes and Explanations: A Structural-Model Approach\n- Pearl (2019). The Seven Tools of Causal Inference"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/scientific-discovery/counterfactual-reasoning', {\n  domain: 'Medicine',\n  causalModel: { variables: ['treatment', 'recovery'], edges: [...] },\n  factualObservation: { treatment: 0, recovery: 0, age: 45 },\n  counterfactualQuery: 'Would the patient have recovered if they had received the treatment?'\n});",
    "usesAgents": [
      "causal-reasoning-analyst"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "skill-area:deep-web-research",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "domain:scientific-discovery",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "workflow:peer-review-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "specialization:scientific-research-methods",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "specialization:scientific-discovery",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:scientific-discovery--counterfactual-reasoning",
      "to": "lib-agent:scientific-discovery--causal-reasoning-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}