{
  "id": "workflow:nano-characterization-pipeline",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-nanotech.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Nano-Characterization Pipeline",
    "workflowKind": "operational",
    "triggerType": "event-driven",
    "typicalCadence": "per-sample-batch",
    "complexity": "single-team",
    "description": "Processes nanoscale characterization data through automated analysis\n-- ingesting AFM topography scans, TEM/STEM micrographs, XPS\nspectra, and nanoindentation curves, applying image segmentation for\nparticle size distribution, fitting spectral peaks for composition\nanalysis, computing hardness/modulus from Oliver-Pharr method, and\npopulating the nanomaterials property database with uncertainty\nquantification. Excludes instrument operation.\n"
  },
  "outgoingEdges": [
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      "from": "workflow:nano-characterization-pipeline",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "role:staff-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "skill-area:python-data-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "domain:nanotechnology",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "domain:scientific-computing",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "responsibility:data-quality-monitoring",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "org-unit:research-engineering",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:nano-characterization-pipeline",
      "to": "org-unit:data-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}