Initial report for sensitivity analysis

[matthiaskoenig]

Create a report for sensitivity analysis results.

[kushvinth]

Hi @matthiaskoenig,

I’d be happy to work on this issue if it’s available.

Proposed implementation approach:

1. Understand current sensitivity outputs

   • Review how sbmlsim stores sensitivity results (data structures, tables, plots).
   • Identify reusable components from existing simulation/report utilities.

2. Create a SensitivityReport module

   • Implement a SensitivityReport builder that:

     • summarizes parameters and perturbation ranges
     • presents sensitivity coefficients/results in structured tables
     • generates plots (time-course sensitivities, ranking/heatmaps where applicable)

3. Quarto-based report template

   • Add a Quarto template for the sensitivity report with:

     • model metadata
     • simulation setup
     • parameter definitions
     • interactive figures and sortable tables

   • Ensure the report can be generated directly from sensitivity results with a simple API call.

4. Integration into sbmlsim workflow

   • Hook report generation into the sensitivity analysis pipeline so users can optionally auto-generate the report after running analyses.
   • Keep it modular so it aligns with future reporting work (optimization/simulation reports and PDF supplements).

5. Testing & examples

   • Provide a minimal example notebook/script showing:

     • run sensitivity analysis
     • generate report

   • Add tests to ensure report generation works in CI.

Please let me know if this direction matches what you had in mind, or if there are existing design decisions/templates I should follow before starting. If approved, I can begin with a draft implementation and open a PR early for feedback.