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TWBG_Materials/文档润色流和知识库构建流/claude-scholar-upstream/skills/publication-chart-skill/examples/03-calibration-evaluation-figure.md
2026-05-30 16:22:29 +08:00

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# 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