# Example 3 — Calibration / evaluation figure

## User-style prompt

I need a publication-quality evaluation figure showing whether my predicted probabilities are calibrated.

## Expected skill interpretation

- artifact: figure
- maturity: publication-ready generation
- structure: single panel
- goal: diagnostic evaluation, not generic trend plotting

## Preferred route

- primary tool: `pubfig`
- likely family: `calibration`
- related alternatives: ROC / PR only if the scientific question changes

## Minimum acceptable output shape

- explain why calibration is the right diagnostic form
- provide minimal runnable code
- export to PDF or SVG
- include QA on labels, reference lines, and downscaled readability
