Scientific Systems Biology

Systems biology

Systems biology skill. Network modeling, flux balance analysis, dynamical systems simulation, and multi-scale biological system analysis.

Use This Skill When

• Network modeling.
• Flux balance analysis.
• Dynamical systems simulation.
• Multi-scale biological system analysis.

Required Inputs

• Research objective, decision target, or hypothesis.
• Available data, source constraints, and domain assumptions.
• Required outputs, success metrics, and deadline or reproducibility constraints.

Workflow

1. Confirm scope, assumptions, and the exact artifact set to save.
2. Apply the narrowest domain method that answers the request with defensible evidence.
3. Save code, tables, figures, and intermediate outputs to files instead of chat-only output.
4. State limitations, uncertainty, and any validation or sensitivity checks performed.