{
  "id": "lib-process:scientific-discovery--diagnostic-reasoning",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "diagnostic-reasoning",
    "description": "Diagnostic Reasoning Process - Infer hidden causes from observable symptoms\nusing fault models, Bayesian diagnosis, and abductive reasoning for root cause analysis.",
    "libraryPath": "library/specializations/domains/science/scientific-discovery/diagnostic-reasoning.js",
    "specialization": "scientific-discovery",
    "references": [
      "- Reiter (1987). A Theory of Diagnosis from First Principles\n- de Kleer & Williams (1987). Diagnosing Multiple Faults\n- Peng & Reggia (1990). Abductive Inference Models for Diagnostic Problem-Solving\n- Lucas (2001). Bayesian Diagnosis in Medicine"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/scientific-discovery/diagnostic-reasoning', {\n  domain: 'Industrial Systems',\n  symptoms: [{ name: 'increased_temperature', value: 85, unit: 'C' }, { name: 'vibration', severity: 'high' }],\n  systemModel: { components: ['motor', 'bearing', 'pump'], connections: [...] },\n  faultLibrary: [{ name: 'bearing_failure', symptoms: ['vibration', 'temperature'] }]\n});",
    "usesAgents": [
      "root-cause-analyst"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "skill-area:deep-web-research",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "domain:scientific-discovery",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "workflow:peer-review-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "specialization:scientific-research-methods",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "specialization:scientific-discovery",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:scientific-discovery--diagnostic-reasoning",
      "to": "lib-agent:scientific-discovery--root-cause-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}