AgentSkillsCN

dashboard

为 NONMEM 模型诊断生成交互式 Quarto 仪表板

SKILL.md
--- frontmatter
name: dashboard
description: Generate interactive Quarto dashboard for NONMEM model diagnostics

Model Dashboard

Usage

code
/dashboard <run_number>
/dashboard 301

What This Generates

An interactive Quarto HTML dashboard with:

Tab 1: Run Summary

  • Convergence status
  • OFV
  • Parameter table with RSE, IIV, shrinkage
  • Condition number

Tab 2: GOF Plots

  • DV vs PRED (interactive)
  • DV vs IPRED (interactive)
  • CWRES vs TIME (interactive)
  • CWRES vs PRED (interactive)

Tab 3: Individual Fits

  • Individual concentration-time profiles
  • Population and individual predictions overlaid

Tab 4: ETA Diagnostics

  • ETA distributions (histograms)
  • ETA vs covariates
  • ETA correlation matrix

Tab 5: VPC (if available)

  • Visual predictive check plot

Protocol

r
library(aipharma)
generate_model_dashboard(run_number = run_number, run_dir = paste0("models/run", run_number))

Output

Dashboard saved to reports/dashboard_run<NUMBER>.html Open in browser for interactive exploration.