II.
Workflow JSON
Structured · liveworkflow:experiment-design
Experiment Design json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "workflow:experiment-design",
"_kind": "Workflow",
"_file": "domain/workflows/workflows-science.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Experiment Design",
"description": "On-demand development workflow that takes a scientific hypothesis through the full\ndesign process before any wet-lab or computational work begins. Research engineers\nand computational scientists formulate the research question, conduct a literature\nreview to situate the study, and select the methodology — whether observational,\ninterventional, or in-silico. Statistical power calculations determine sample sizes\nand analysis plans are pre-registered to prevent outcome bias. Experimental protocols\nare documented in lab notebooks and reviewed by a domain expert for feasibility and\nsafety. The resulting design package is approved before resource allocation and\nexecution begin, ensuring scientific rigor and reproducibility from the outset.\n",
"workflowKind": "development",
"triggerType": "on-demand",
"typicalCadence": "per-experiment",
"complexity": "complex"
},
"outgoingEdges": [
{
"from": "workflow:experiment-design",
"to": "role:research-engineer",
"kind": "involves_role"
},
{
"from": "workflow:experiment-design",
"to": "role:computational-scientist",
"kind": "involves_role"
},
{
"from": "workflow:experiment-design",
"to": "role:lab-technician",
"kind": "involves_role"
},
{
"from": "workflow:experiment-design",
"to": "role:biomedical-engineer",
"kind": "involves_role"
},
{
"from": "workflow:experiment-design",
"to": "domain:scientific-discovery",
"kind": "applies_to_domain"
},
{
"from": "workflow:experiment-design",
"to": "domain:scientific-computing",
"kind": "applies_to_domain"
},
{
"from": "workflow:experiment-design",
"to": "domain:mathematics",
"kind": "applies_to_domain"
},
{
"from": "workflow:experiment-design",
"to": "responsibility:research-design",
"kind": "triggers_responsibility"
},
{
"from": "workflow:experiment-design",
"to": "responsibility:documentation",
"kind": "triggers_responsibility"
},
{
"from": "workflow:experiment-design",
"to": "responsibility:risk-assessment",
"kind": "triggers_responsibility"
},
{
"from": "workflow:experiment-design",
"to": "responsibility:knowledge-sharing",
"kind": "triggers_responsibility"
}
],
"incomingEdges": [
{
"from": "lib-agent:data-science-ml--ab-test-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--automl-orchestrator",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--eda-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--feature-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--ml-requirements-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--bioinformatics-devops-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--bioinformatics-project-planner",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--bioinformatics-qa-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--clinical-genomics-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--crispr-screen-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--data-governance-officer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--long-read-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--metagenomics-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--microbiome-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--multi-omics-integrator",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--ngs-experiment-designer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--oncology-genomics-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--pharmacogenomics-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--pipeline-validation-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--proteomics-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--rare-disease-diagnostician",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--reproducibility-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--rnaseq-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--single-cell-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--spatial-transcriptomics-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--structural-biology-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--structural-variant-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--variant-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--wgs-pipeline-operator",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--aiml-device-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--biocompatibility-evaluator",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--biomechanical-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--clinical-evidence-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--clinical-study-manager",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--cybersecurity-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--design-control-manager",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--gait-biomechanist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--human-factors-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--manufacturing-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--materials-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--medical-imaging-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--orthopedic-test-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--packaging-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--post-market-surveillance-manager",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--regulatory-submission-strategist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--risk-manager",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--software-lifecycle-manager",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--software-vv-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--sterilization-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--tissue-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--vv-test-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--advanced-control-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--catalysis-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--control-systems-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--distillation-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--energy-efficiency-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--equipment-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--hazop-leader",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--heat-integration-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--performance-test-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--pressure-relief-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--process-development-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--process-integration-coordinator",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--reaction-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--risk-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--safety-systems-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--scale-up-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--separation-process-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--startup-commissioning-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--sustainability-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--waste-minimization-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--air-quality-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--climate-resilience-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--ehs-integration-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--environmental-compliance-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--environmental-data-scientist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--ghg-sustainability-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--hazardous-waste-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--hydrogeology-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--lca-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--nepa-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--remediation-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--risk-assessment-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--solid-waste-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--stormwater-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--water-treatment-specialist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:materials-science--ceramicist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:materials-science--polymer-scientist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--algebraist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--bayesian-statistician",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--conjecture-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--discrete-optimization-expert",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--experimental-design-expert",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--literature-reviewer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--mathematical-modeler",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--mathematics-writer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--numerical-analyst",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--optimization-expert",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--pde-expert",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--proof-strategist",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--reproducibility-engineer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--statistical-modeler",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--symbolic-computation-expert",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
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